From 230ba7c619c89ef7f8767324aa217aad6c7972bf Mon Sep 17 00:00:00 2001
From: Kaglinskaya <maria.kaglinskaya@intel.com>
Date: Thu, 26 Aug 2021 11:58:30 +0300
Subject: [PATCH 01/11] POC of new mask applying algo

---
 nncf/torch/layers.py                        | 14 ++++++++++
 nncf/torch/pruning/base_algo.py             | 31 +++++++++++++++++++--
 nncf/torch/pruning/filter_pruning/algo.py   | 10 +++++--
 nncf/torch/pruning/filter_pruning/layers.py | 27 ++++++++++++++++++
 4 files changed, 77 insertions(+), 5 deletions(-)

diff --git a/nncf/torch/layers.py b/nncf/torch/layers.py
index e8d47791bcf..911efb1158a 100644
--- a/nncf/torch/layers.py
+++ b/nncf/torch/layers.py
@@ -122,6 +122,19 @@ def from_module(module):
         dict_update(nncf_linear.__dict__, module.__dict__)
         return nncf_linear
 
+
+class NNCFBatchNorm(_NNCFModuleMixin, nn.BatchNorm2d):
+    op_func_name = "batch_norm"
+
+    @staticmethod
+    def from_module(module):
+        assert module.__class__.__name__ == nn.BatchNorm2d.__name__
+
+        nncf_bn = NNCFBatchNorm(module.num_features)
+        dict_update(nncf_bn.__dict__, module.__dict__)
+        return nncf_bn
+
+
 class NNCFConvTranspose2d(_NNCFModuleMixin, nn.ConvTranspose2d):
     op_func_name = "conv_transpose2d"
     target_weight_dim_for_compression = 1
@@ -207,6 +220,7 @@ def from_module(module):
     NNCFConv2d: nn.Conv2d,
     NNCFConv3d: nn.Conv3d,
     NNCFLinear: nn.Linear,
+    NNCFBatchNorm:nn.BatchNorm2d,
     NNCFConvTranspose2d: nn.ConvTranspose2d,
     NNCFConvTranspose3d: nn.ConvTranspose3d,
     NNCFEmbedding: nn.Embedding,
diff --git a/nncf/torch/pruning/base_algo.py b/nncf/torch/pruning/base_algo.py
index 69753190250..48b922b606e 100644
--- a/nncf/torch/pruning/base_algo.py
+++ b/nncf/torch/pruning/base_algo.py
@@ -15,6 +15,7 @@
 from functools import update_wrapper
 from typing import List, Dict
 
+from nncf.torch.layer_utils import _NNCFModuleMixin
 from torch import nn
 from texttable import Texttable
 
@@ -31,7 +32,7 @@
 from nncf.torch.graph.transformations.commands import PTTargetPoint
 from nncf.torch.graph.transformations.commands import PTInsertionCommand
 from nncf.torch.pruning.export_helpers import PT_PRUNING_OPERATOR_METATYPES
-from nncf.torch.pruning.filter_pruning.layers import apply_filter_binary_mask
+from nncf.torch.pruning.filter_pruning.layers import apply_filter_binary_mask, PruningBlock
 from nncf.common.pruning.clusterization import Clusterization
 from nncf.common.pruning.clusterization import Cluster
 from nncf.torch.pruning.structs import PrunedModuleInfo
@@ -111,11 +112,13 @@ def _prune_weights(self, target_model: NNCFNetwork):
                 assert self._is_pruned_module(module)
 
                 nncf_logger.info("Adding Weight Pruner in scope: {}".format(node_name))
-                operation = self.create_weight_pruning_operation(module)
+                # operation = self.create_weight_pruning_operation(module)
+                dim = module.target_weight_dim_for_compression if isinstance(module, _NNCFModuleMixin) else 0
+                operation = PruningBlock(module.weight.size(dim), name= node_name, dim=dim)
                 hook = operation.to(device)
                 insertion_commands.append(
                     PTInsertionCommand(
-                        PTTargetPoint(TargetType.OPERATION_WITH_WEIGHTS,
+                        PTTargetPoint(TargetType.PRE_LAYER_OPERATION,
                                       target_node_name=node_name),
                         hook,
                         TransformationPriority.PRUNING_PRIORITY
@@ -127,8 +130,30 @@ def _prune_weights(self, target_model: NNCFNetwork):
                                                      module=module,
                                                      operand=hook,
                                                      node_id=node.node_id))
+
             cluster = Cluster[PrunedModuleInfo](i, group_minfos, [n.node_id for n in group.elements])
             self.pruned_module_groups_info.add_cluster(cluster)
+
+        norms_operators = {}
+        # Adding binary masks also for Batch/Group Norms to allow applying masks after propagation
+        all_norm_layers = target_model_graph.get_nodes_by_types(['batch_norm', 'group_norm'])  # NNCFNodes here
+        for node in all_norm_layers:
+            node_name = node.node_name
+            module = target_model.get_containing_module(node_name)
+
+            dim = 0
+            operation = PruningBlock(module.weight.size(dim), name= node_name, dim=dim)
+            hook = operation.to(device)
+            insertion_commands.append(
+                PTInsertionCommand(
+                    PTTargetPoint(TargetType.PRE_LAYER_OPERATION,
+                                  target_node_name=node_name),
+                    hook,
+                    TransformationPriority.PRUNING_PRIORITY
+                )
+            )
+            norms_operators[node_name] = (operation, module)
+        self.other_operators = norms_operators
         return insertion_commands
 
     def create_weight_pruning_operation(self, module):
diff --git a/nncf/torch/pruning/filter_pruning/algo.py b/nncf/torch/pruning/filter_pruning/algo.py
index c3d369b9b19..66b545a963e 100644
--- a/nncf/torch/pruning/filter_pruning/algo.py
+++ b/nncf/torch/pruning/filter_pruning/algo.py
@@ -98,6 +98,7 @@ def _build_controller(self, model: NNCFNetwork) -> PTCompressionAlgorithmControl
         return FilterPruningController(model,
                                        self._prunable_types,
                                        self.pruned_module_groups_info,
+                                       self.other_operators,
                                        self.config)
 
     def _is_pruned_module(self, module) -> bool:
@@ -117,9 +118,11 @@ class FilterPruningController(BasePruningAlgoController):
     def __init__(self, target_model: NNCFNetwork,
                  prunable_types: List[str],
                  pruned_module_groups: Clusterization[PrunedModuleInfo],
+                 other_pruning_operators,
                  config: NNCFConfig):
         super().__init__(target_model, prunable_types, pruned_module_groups, config)
         params = self.pruning_config.get('params', {})
+        self.other_pruning_operators = other_pruning_operators
         self.frozen = False
         self._pruning_rate = 0
         self.pruning_init = self.pruning_config.get('pruning_init', 0)
@@ -655,8 +658,9 @@ def _apply_binary_mask_to_module_weight_and_bias(module: torch.nn.Module,
         init_output_masks_in_graph(graph, self.pruned_module_groups_info.get_all_nodes())
         MaskPropagationAlgorithm(graph, PT_PRUNING_OPERATOR_METATYPES).mask_propagation()
 
+        # TODO: THIS STEP SHOULD BE DELETED SINCE MASK APPLYING WILL BE PLACED IN PRUNING BLOCK
         # 2. Apply the masks
-        types_to_apply_mask = [v.op_func_name for v in NNCF_GENERAL_CONV_MODULES_DICT] + ['group_norm']
+        types_to_apply_mask = ['group_norm']
         if self.prune_batch_norms:
             types_to_apply_mask.append('batch_norm')
 
@@ -666,7 +670,9 @@ def _apply_binary_mask_to_module_weight_and_bias(module: torch.nn.Module,
                 continue
             node_module = self.model.get_containing_module(node.node_name)
             if node.data['output_mask'] is not None and node_module not in pruned_node_modules:
-                _apply_binary_mask_to_module_weight_and_bias(node_module, node.data['output_mask'], node.node_name)
+                # Setting masks for BN nodes
+                self.other_pruning_operators[node.node_name][0].binary_filter_pruning_mask = node.data['output_mask']
+                # _apply_binary_mask_to_module_weight_and_bias(node_module, node.data['output_mask'], node.node_name)
                 pruned_node_modules.append(node_module)
 
     def prepare_for_export(self):
diff --git a/nncf/torch/pruning/filter_pruning/layers.py b/nncf/torch/pruning/filter_pruning/layers.py
index ffb86a6338e..b1d27c8f956 100644
--- a/nncf/torch/pruning/filter_pruning/layers.py
+++ b/nncf/torch/pruning/filter_pruning/layers.py
@@ -41,6 +41,33 @@ def forward(self, conv_weight):
         return conv_weight
 
 
+@COMPRESSION_MODULES.register()
+class PruningBlock(nn.Module):
+    def __init__(self, size, name, dim):
+        super().__init__()
+        self.register_buffer("_binary_filter_pruning_mask", torch.ones(size))
+        self.name = name
+        self.dim = dim
+
+    @property
+    def binary_filter_pruning_mask(self):
+        return self._binary_filter_pruning_mask
+
+    @binary_filter_pruning_mask.setter
+    def binary_filter_pruning_mask(self, mask):
+        with torch.no_grad():
+            self._binary_filter_pruning_mask.set_(mask)
+
+    def __call__(self, module, *args):
+        new_weights = apply_filter_binary_mask(self.binary_filter_pruning_mask, module.weight,
+                                               self.name, self.dim)
+        setattr(module, 'weight', new_weights)
+        if module.bias is not None:
+            new_bias = apply_filter_binary_mask(self.binary_filter_pruning_mask, module.bias,
+                                               self.name)
+            setattr(module, 'bias', new_bias)
+
+
 def broadcast_filter_mask(filter_mask, shape, dim=0):
     broadcasted_shape = np.ones(len(shape), dtype=np.int64)
     broadcasted_shape[dim] = filter_mask.size(0)

From 1e7c2203695396ccf43bd165b158712a40f1c6c4 Mon Sep 17 00:00:00 2001
From: Kaglinskaya <maria.kaglinskaya@intel.com>
Date: Sun, 17 Oct 2021 18:00:23 +0300
Subject: [PATCH 02/11] Fix tests and change weights updating mechanism

---
 nncf/torch/layers.py                          |  11 +-
 nncf/torch/module_operations.py               |  20 ++-
 nncf/torch/pruning/base_algo.py               |  21 +--
 nncf/torch/pruning/filter_pruning/algo.py     |  29 +---
 nncf/torch/pruning/filter_pruning/layers.py   |  44 ++----
 .../torch/pruning/filter_pruning/test_algo.py | 149 +++++++++++++-----
 .../filter_pruning/test_set_pruning_rate.py   |   2 +-
 7 files changed, 162 insertions(+), 114 deletions(-)

diff --git a/nncf/torch/layers.py b/nncf/torch/layers.py
index 911efb1158a..006fbc414a1 100644
--- a/nncf/torch/layers.py
+++ b/nncf/torch/layers.py
@@ -94,20 +94,21 @@ def from_module(module):
     def _custom_forward_fn(self, input_):
         proxy_padding_value = getattr(self, NNCF_PADDING_VALUE_ATTR_NAME)  # hack to get value from ProxyModule
         proxy_weight = self.weight
-        return self._conv_forward_proxy(input_, proxy_weight, proxy_padding_value)
+        proxy_bias = self.bias
+        return self._conv_forward_proxy(input_, proxy_weight, proxy_bias, proxy_padding_value)
 
 
-    def _conv_forward_proxy(self, input_, weight, padding_value):
+    def _conv_forward_proxy(self, input_, weight, bias, padding_value):
         self.get_padding_value_ref().data.fill_(padding_value.item())
         if self.padding_mode != 'zeros':
             return F.conv2d(F.pad(input_, self._reversed_padding_repeated_twice, mode=self.padding_mode,
                                   value=self.get_padding_value_ref().item()),
-                            weight, self.bias, self.stride,
+                            weight, bias, self.stride,
                             (0, 0), self.dilation, self.groups)
         if not self.get_padding_value_ref():
-            return F.conv2d(input_, weight, self.bias, self.stride, self.padding, self.dilation, self.groups)
+            return F.conv2d(input_, weight, bias, self.stride, self.padding, self.dilation, self.groups)
         return F.conv2d(F.pad(input_, self._reversed_padding_repeated_twice, value=self.get_padding_value_ref().item()),
-                        weight, self.bias, self.stride,
+                        weight, bias, self.stride,
                         (0, 0), self.dilation, self.groups)
 
 
diff --git a/nncf/torch/module_operations.py b/nncf/torch/module_operations.py
index d77399970a3..ae80df31450 100644
--- a/nncf/torch/module_operations.py
+++ b/nncf/torch/module_operations.py
@@ -42,7 +42,6 @@ def __init__(self, param_name, op):
     def __call__(self, module, _):
         if not hasattr(module, self._param_name):
             raise TypeError('{} should have {} attribute'.format(type(module), self._param_name))
-
         value = getattr(module, self._param_name)
         result = super().__call__(value)
         setattr(module, self._param_name, result)
@@ -53,6 +52,25 @@ def __init__(self, op):
         super().__init__("weight", op)
 
 
+class UpdateWeightAndBiasPruning(BaseOp):
+    def __init__(self, op):
+        super().__init__(op)
+
+    def __call__(self, module, _):
+        param_name = 'weight'
+        if not hasattr(module, param_name):
+            raise TypeError('{} should have {} attribute'.format(type(module), param_name))
+
+        value = getattr(module, param_name)
+        result = super().__call__(value, True)
+        setattr(module, param_name, result)
+
+        param_name = 'bias'
+        value = getattr(module, param_name)
+        result = super().__call__(value, False)
+        setattr(module, param_name, result)
+
+
 class UpdatePaddingValue(UpdateParameter):
     def __init__(self, op):
         super().__init__(NNCF_PADDING_VALUE_ATTR_NAME, op)
diff --git a/nncf/torch/pruning/base_algo.py b/nncf/torch/pruning/base_algo.py
index 48b922b606e..47317c14417 100644
--- a/nncf/torch/pruning/base_algo.py
+++ b/nncf/torch/pruning/base_algo.py
@@ -15,6 +15,8 @@
 from functools import update_wrapper
 from typing import List, Dict
 
+from nncf.torch.module_operations import UpdateWeightAndBiasPruning
+
 from nncf.torch.layer_utils import _NNCFModuleMixin
 from torch import nn
 from texttable import Texttable
@@ -32,7 +34,7 @@
 from nncf.torch.graph.transformations.commands import PTTargetPoint
 from nncf.torch.graph.transformations.commands import PTInsertionCommand
 from nncf.torch.pruning.export_helpers import PT_PRUNING_OPERATOR_METATYPES
-from nncf.torch.pruning.filter_pruning.layers import apply_filter_binary_mask, PruningBlock
+from nncf.torch.pruning.filter_pruning.layers import apply_filter_binary_mask
 from nncf.common.pruning.clusterization import Clusterization
 from nncf.common.pruning.clusterization import Cluster
 from nncf.torch.pruning.structs import PrunedModuleInfo
@@ -112,10 +114,9 @@ def _prune_weights(self, target_model: NNCFNetwork):
                 assert self._is_pruned_module(module)
 
                 nncf_logger.info("Adding Weight Pruner in scope: {}".format(node_name))
-                # operation = self.create_weight_pruning_operation(module)
-                dim = module.target_weight_dim_for_compression if isinstance(module, _NNCFModuleMixin) else 0
-                operation = PruningBlock(module.weight.size(dim), name= node_name, dim=dim)
-                hook = operation.to(device)
+                pruning_block = self.create_weight_pruning_operation(module)
+                # Hook for weights and bias
+                hook = UpdateWeightAndBiasPruning(pruning_block).to(device)
                 insertion_commands.append(
                     PTInsertionCommand(
                         PTTargetPoint(TargetType.PRE_LAYER_OPERATION,
@@ -124,11 +125,10 @@ def _prune_weights(self, target_model: NNCFNetwork):
                         TransformationPriority.PRUNING_PRIORITY
                     )
                 )
-
                 group_minfos.append(PrunedModuleInfo(node_name=node_name,
                                                      module_scope=module_scope,
                                                      module=module,
-                                                     operand=hook,
+                                                     operand=pruning_block,
                                                      node_id=node.node_id))
 
             cluster = Cluster[PrunedModuleInfo](i, group_minfos, [n.node_id for n in group.elements])
@@ -142,8 +142,9 @@ def _prune_weights(self, target_model: NNCFNetwork):
             module = target_model.get_containing_module(node_name)
 
             dim = 0
-            operation = PruningBlock(module.weight.size(dim), name= node_name, dim=dim)
-            hook = operation.to(device)
+            pruning_block = self.create_weight_pruning_operation(module)
+            # Hook for weights and bias
+            hook = UpdateWeightAndBiasPruning(pruning_block).to(device)
             insertion_commands.append(
                 PTInsertionCommand(
                     PTTargetPoint(TargetType.PRE_LAYER_OPERATION,
@@ -152,7 +153,7 @@ def _prune_weights(self, target_model: NNCFNetwork):
                     TransformationPriority.PRUNING_PRIORITY
                 )
             )
-            norms_operators[node_name] = (operation, module)
+            norms_operators[node_name] = (pruning_block, module)
         self.other_operators = norms_operators
         return insertion_commands
 
diff --git a/nncf/torch/pruning/filter_pruning/algo.py b/nncf/torch/pruning/filter_pruning/algo.py
index 66b545a963e..4f76574200c 100644
--- a/nncf/torch/pruning/filter_pruning/algo.py
+++ b/nncf/torch/pruning/filter_pruning/algo.py
@@ -92,7 +92,7 @@
 @PT_COMPRESSION_ALGORITHMS.register('filter_pruning')
 class FilterPruningBuilder(BasePruningAlgoBuilder):
     def create_weight_pruning_operation(self, module):
-        return FilterPruningBlock(module.weight.size(module.target_weight_dim_for_compression))
+        return FilterPruningBlock(module.weight.size(module.target_weight_dim_for_compression), module.target_weight_dim_for_compression)
 
     def _build_controller(self, model: NNCFNetwork) -> PTCompressionAlgorithmController:
         return FilterPruningController(model,
@@ -238,9 +238,6 @@ def pruning_rate(self) -> float:
     def freeze(self, freeze: bool = True):
         self.frozen = freeze
 
-    def step(self, next_step):
-        self._apply_masks()
-
     def _init_module_channels_and_shapes(self):
         self._modules_in_channels = {}  # type: Dict[NNCFNodeName, int]
         self._modules_out_channels = {}  # type: Dict[NNCFNodeName, int]
@@ -440,7 +437,6 @@ def set_pruning_rate(self, pruning_rate: Union[float, Dict[int, float]],
                 self.zero_grads_for_pruned_modules()
 
         self._apply_masks()
-
         if not groupwise_pruning_rates_set:
             self._pruning_rate = passed_pruning_rate
         else:
@@ -454,7 +450,7 @@ def _calculate_global_weight_pruning_rate(self) -> float:
         pruned_param_count = 0
         for minfo in self.pruned_module_groups_info.get_all_nodes():
             layer_param_count = sum(p.numel() for p in minfo.module.parameters() if p.requires_grad)
-            layer_weight_pruning_rate = self.pruning_rate_for_weight(minfo)
+            layer_weight_pruning_rate = self.pruning_rate_for_mask(minfo)
             full_param_count += layer_param_count
             pruned_param_count += layer_param_count * layer_weight_pruning_rate
         return pruned_param_count / full_param_count
@@ -639,27 +635,14 @@ def _set_binary_masks_for_pruned_modules_globally_by_flops_target(self,
         raise RuntimeError("Can't prune model to asked flops pruning rate")
 
     def _apply_masks(self):
-        nncf_logger.debug("Applying pruning binary masks")
-
-        def _apply_binary_mask_to_module_weight_and_bias(module: torch.nn.Module,
-                                                         mask: torch.Tensor,
-                                                         node_name_for_logging: NNCFNodeName):
-            with torch.no_grad():
-                dim = module.target_weight_dim_for_compression if isinstance(module, _NNCFModuleMixin) else 0
-                # Applying the mask to weights
-                inplace_apply_filter_binary_mask(mask, module.weight, node_name_for_logging, dim)
-                # Applying the mask to biases (if they exist)
-                if module.bias is not None:
-                    inplace_apply_filter_binary_mask(mask, module.bias, node_name_for_logging)
-
+        nncf_logger.debug("Propagating pruning masks")
         # 1. Propagate masks for all modules
         graph = self.model.get_original_graph()
 
         init_output_masks_in_graph(graph, self.pruned_module_groups_info.get_all_nodes())
         MaskPropagationAlgorithm(graph, PT_PRUNING_OPERATOR_METATYPES).mask_propagation()
 
-        # TODO: THIS STEP SHOULD BE DELETED SINCE MASK APPLYING WILL BE PLACED IN PRUNING BLOCK
-        # 2. Apply the masks
+        # 2. Set the masks for Batch/Group Norms
         types_to_apply_mask = ['group_norm']
         if self.prune_batch_norms:
             types_to_apply_mask.append('batch_norm')
@@ -669,10 +652,10 @@ def _apply_binary_mask_to_module_weight_and_bias(module: torch.nn.Module,
             if node.node_type not in types_to_apply_mask:
                 continue
             node_module = self.model.get_containing_module(node.node_name)
-            if node.data['output_mask'] is not None and node_module not in pruned_node_modules:
+            if node.data['output_mask'] is not None and node_module not in pruned_node_modules and \
+                    node.node_name in self.other_pruning_operators:
                 # Setting masks for BN nodes
                 self.other_pruning_operators[node.node_name][0].binary_filter_pruning_mask = node.data['output_mask']
-                # _apply_binary_mask_to_module_weight_and_bias(node_module, node.data['output_mask'], node.node_name)
                 pruned_node_modules.append(node_module)
 
     def prepare_for_export(self):
diff --git a/nncf/torch/pruning/filter_pruning/layers.py b/nncf/torch/pruning/filter_pruning/layers.py
index b1d27c8f956..0ea14d501f0 100644
--- a/nncf/torch/pruning/filter_pruning/layers.py
+++ b/nncf/torch/pruning/filter_pruning/layers.py
@@ -21,9 +21,10 @@
 
 @COMPRESSION_MODULES.register()
 class FilterPruningBlock(nn.Module):
-    def __init__(self, size):
+    def __init__(self, size, dim=0):
         super().__init__()
         self.register_buffer("_binary_filter_pruning_mask", torch.ones(size))
+        self.mask_applying_dim = dim
 
     @property
     def binary_filter_pruning_mask(self):
@@ -34,38 +35,19 @@ def binary_filter_pruning_mask(self, mask):
         with torch.no_grad():
             self._binary_filter_pruning_mask.set_(mask)
 
-    def forward(self, conv_weight):
-        if is_tracing_state():
-            with no_jit_trace():
-                return conv_weight
-        return conv_weight
+    def forward(self, weight, update_weight=True):
+        # In case of None weight (or bias) mask shouldn't be applied
+        if weight is None:
+            return weight
 
+        # For weights self.mask_applying_dim should be used, for bias dim=0
+        dim = 0 if not update_weight else self.mask_applying_dim
 
-@COMPRESSION_MODULES.register()
-class PruningBlock(nn.Module):
-    def __init__(self, size, name, dim):
-        super().__init__()
-        self.register_buffer("_binary_filter_pruning_mask", torch.ones(size))
-        self.name = name
-        self.dim = dim
-
-    @property
-    def binary_filter_pruning_mask(self):
-        return self._binary_filter_pruning_mask
-
-    @binary_filter_pruning_mask.setter
-    def binary_filter_pruning_mask(self, mask):
-        with torch.no_grad():
-            self._binary_filter_pruning_mask.set_(mask)
-
-    def __call__(self, module, *args):
-        new_weights = apply_filter_binary_mask(self.binary_filter_pruning_mask, module.weight,
-                                               self.name, self.dim)
-        setattr(module, 'weight', new_weights)
-        if module.bias is not None:
-            new_bias = apply_filter_binary_mask(self.binary_filter_pruning_mask, module.bias,
-                                               self.name)
-            setattr(module, 'bias', new_bias)
+        if is_tracing_state():
+            with no_jit_trace():
+                return inplace_apply_filter_binary_mask(self.binary_filter_pruning_mask, weight, dim=dim)
+        new_weight = apply_filter_binary_mask(self.binary_filter_pruning_mask, weight, dim=dim)
+        return new_weight
 
 
 def broadcast_filter_mask(filter_mask, shape, dim=0):
diff --git a/tests/torch/pruning/filter_pruning/test_algo.py b/tests/torch/pruning/filter_pruning/test_algo.py
index 4eb0f2afbff..c29e998a941 100644
--- a/tests/torch/pruning/filter_pruning/test_algo.py
+++ b/tests/torch/pruning/filter_pruning/test_algo.py
@@ -10,12 +10,14 @@
  See the License for the specific language governing permissions and
  limitations under the License.
 """
+from copy import deepcopy
+
 import pytest
 import torch
 import numpy as np
 
 from examples.torch.common.optimizer import make_optimizer, get_parameter_groups
-from nncf.torch.module_operations import UpdateWeight
+from nncf.torch.module_operations import UpdateWeight, UpdateWeightAndBiasPruning
 from nncf.torch.pruning.filter_pruning.algo import FilterPruningController
 from nncf.torch.pruning.filter_pruning.functions import l2_filter_norm
 from nncf.torch.pruning.filter_pruning.layers import FilterPruningBlock
@@ -97,9 +99,10 @@ def test_valid_modules_replacement_and_pruning(prune_first, prune_last):
 
     def check_that_module_is_pruned(module):
         assert len(module.pre_ops.values()) == 1
-        op = list(module.pre_ops.values())[0]
-        assert isinstance(op, UpdateWeight)
-        assert isinstance(op.operand, FilterPruningBlock)
+        pre_ops = list(module.pre_ops.values())
+        assert isinstance(pre_ops[0], UpdateWeightAndBiasPruning)
+        pruning_op = pre_ops[0].operand
+        assert isinstance(pruning_op, FilterPruningBlock)
 
     config = get_basic_pruning_config(input_sample_size=[1, 1, 8, 8])
     config['compression']['params']['prune_first_conv'] = prune_first
@@ -159,9 +162,9 @@ def test_pruning_masks_correctness(all_weights, pruning_flops_target, prune_firs
     """
 
     def check_mask(module, num):
-        op = list(module.pre_ops.values())[0]
-        assert hasattr(op.operand, 'binary_filter_pruning_mask')
-        assert torch.allclose(op.operand.binary_filter_pruning_mask, ref_masks[num])
+        pruning_op = list(module.pre_ops.values())[0].operand
+        assert hasattr(pruning_op, 'binary_filter_pruning_mask')
+        assert torch.allclose(pruning_op.binary_filter_pruning_mask, ref_masks[num])
 
     config = get_basic_pruning_config(input_sample_size=[1, 1, 8, 8])
     config['compression']['params']['all_weights'] = all_weights
@@ -196,50 +199,111 @@ def check_mask(module, num):
     check_mask(up, i)
 
 
-@pytest.mark.parametrize('prune_bn',
-                         [False,
-                          True]
+@pytest.mark.parametrize(('all_weights', 'pruning_flops_target', 'prune_first', 'ref_masks'),
+                         [
+                             (False, None, True, gen_ref_masks([(8, 8), (16, 16), (32, 32)])),
+                             (True, None, True, gen_ref_masks([(5, 11), (9, 23), (42, 22)])),
+                             (False, None, False, gen_ref_masks([(16, 16), (32, 32)])),
+                             (True, None, False, gen_ref_masks([(8, 24), (40, 24)])),
+
+                             # Flops pruning cases
+                             (False, 0.5, True, gen_ref_masks([(0, 16), (8, 24), (24, 40)])),
+                             (False, 0.5, False, gen_ref_masks([(8, 24), (24, 40)])),
+                             (True, 0.5, True, gen_ref_masks([(4, 12), (3, 29), (30, 34)])),
+                             (True, 0.5, False, gen_ref_masks([(3, 29), (31, 33)])),
+                         ]
                          )
-def test_applying_masks(prune_bn):
+def test_pruning_masks_applying_correctness(all_weights, pruning_flops_target, prune_first, ref_masks):
+    """
+    Test for pruning masks check (_set_binary_masks_for_filters, _set_binary_masks_for_all_filters_together).
+    :param all_weights: whether mask will be calculated for all weights in common or not
+    :param pruning_flops_target: prune model by flops, if None then by number of channels
+    :param prune_first: whether to prune first convolution or not
+    :param ref_masks: reference masks values
+    """
+    input_shapes = {'conv1': [1, 1, 8, 8],
+                    'conv2': [1, 16, 8, 8],
+                    'bn': [1, 32, 8, 8],
+                    'up': [1, 32, 8, 8]}
+
+    def check_mask(module, num):
+        # Mask for weights
+        pruning_op = list(module.pre_ops.values())[0].operand
+        assert hasattr(pruning_op, 'binary_filter_pruning_mask')
+        assert torch.allclose(pruning_op.binary_filter_pruning_mask, ref_masks[num])
+
+        # Mask for bias
+        # pruning_op = list(module.pre_ops.values())[1].operand
+        # assert hasattr(pruning_op, 'binary_filter_pruning_mask')
+        # assert torch.allclose(pruning_op.binary_filter_pruning_mask, ref_masks[num])
+
+    def check_module_output(module, name, num):
+        """
+        Checks that output of module are masked.
+        """
+        mask = ref_masks[num]
+        input = torch.ones(input_shapes[name])
+        output = module(input)
+        ref_output = apply_filter_binary_mask(mask, output, dim=1)
+        assert torch.allclose(output, ref_output)
+
+    def check_model_weights(model_state_dict, ref_state_dict):
+        for key in ref_state_dict.keys():
+            assert torch.allclose(model_state_dict['nncf_module.' + key], ref_state_dict[key])
+
     config = get_basic_pruning_config(input_sample_size=[1, 1, 8, 8])
-    config['compression']['params']['prune_batch_norms'] = prune_bn
-    config['compression']['params']['prune_first_conv'] = True
-    config['compression']['params']['prune_last_conv'] = True
+    config['compression']['algorithm'] = 'filter_pruning'
+    config['compression']['params']['all_weights'] = all_weights
+    config['compression']['params']['prune_first_conv'] = prune_first
     config['compression']['pruning_init'] = 0.5
+    if pruning_flops_target:
+        config['compression']['params']['pruning_flops_target'] = pruning_flops_target
+
+    model = BigPruningTestModel()
+    ref_state_dict = deepcopy(model.state_dict())
+    pruned_model, pruning_algo = create_compressed_model_and_algo_for_test(BigPruningTestModel(), config)
 
-    pruned_model, pruning_algo, nncf_modules = create_pruning_algo_with_config(config)
     pruned_module_info = pruning_algo.pruned_module_groups_info.get_all_nodes()
     pruned_modules = [minfo.module for minfo in pruned_module_info]
+    assert pruning_algo.pruning_rate == 0.5
+    assert pruning_algo.all_weights is all_weights
 
-    assert len(pruned_modules) == len(nncf_modules)
-
-    for module in pruned_modules:
-        op = list(module.pre_ops.values())[0]
-        mask = op.operand.binary_filter_pruning_mask
-        masked_weight = apply_filter_binary_mask(mask, module.weight, dim=module.target_weight_dim_for_compression)
-        masked_bias = apply_filter_binary_mask(mask, module.bias)
-        assert torch.allclose(module.weight, masked_weight)
-        assert torch.allclose(module.bias, masked_bias)
-
-    # Have only one BN node in graph
-    bn_module = pruned_model.bn
-    conv_for_bn = pruned_model.conv2
-    bn_mask = list(conv_for_bn.pre_ops.values())[0].operand.binary_filter_pruning_mask
-    if prune_bn:
-        masked_bn_weight = apply_filter_binary_mask(bn_mask, bn_module.weight)
-        masked_bn_bias = apply_filter_binary_mask(bn_mask, bn_module.bias)
-        assert torch.allclose(bn_module.weight, masked_bn_weight)
-        assert torch.allclose(bn_module.bias, masked_bn_bias)
-    else:
-        assert sum(bn_module.weight) == len(bn_module.weight)
-        # Can not check bias because bias initialized with zeros
+    # Checking that model weights remain unchanged
+    check_model_weights(pruned_model.state_dict(), ref_state_dict)
+
+    i = 0
+    # ref_masks Check for conv1
+    conv1 = pruned_model.conv1
+    if prune_first:
+        assert conv1 in pruned_modules
+        check_mask(conv1, i)
+        check_module_output(conv1, 'conv1', i)
+        i += 1
+
+    # Check for conv2
+    conv2 = pruned_model.conv2
+    assert conv2 in pruned_modules
+    check_mask(conv2, i)
+    check_module_output(conv2, 'conv2', i)
+
+    # Check for BN
+    bn = pruned_model.bn
+    check_mask(bn, i)
+    check_module_output(bn, 'bn', i)
+    i += 1
+
+    # Check for up conv
+    up = pruned_model.up
+    assert up in pruned_modules
+    check_mask(up, i)
+    check_module_output(up, 'up', i)
 
 
 @pytest.mark.parametrize('prune_bn',
                          (False,
                           True)
                          )
-def test_applying_masks_for_bn_after_concat(prune_bn):
+def test_valid_masks_for_bn_after_concat(prune_bn):
     config = get_basic_pruning_config(input_sample_size=[1, 1, 8, 8])
     config['compression']['algorithm'] = 'filter_pruning'
     config['compression']['params']['prune_batch_norms'] = prune_bn
@@ -247,18 +311,17 @@ def test_applying_masks_for_bn_after_concat(prune_bn):
     config['compression']['params']['prune_last_conv'] = True
     config['compression']['pruning_init'] = 0.5
     model = PruningTestModelConcatBN()
-    pruned_model, _ = create_compressed_model_and_algo_for_test(model, config)
+    pruned_model, compression_ctrl = create_compressed_model_and_algo_for_test(model, config)
 
     bn_modules = [pruned_model.bn, pruned_model.bn1, pruned_model.bn2]
     for bn_module in bn_modules:
+        mask = bn_module.pre_ops['0'].op.binary_filter_pruning_mask
         if prune_bn:
             # Check that mask was applied for batch_norm module
-            assert sum(bn_module.weight) == len(bn_module.weight) * 0.5
-            assert sum(bn_module.bias) == len(bn_module.bias) * 0.5
+            assert sum(mask) == len(mask) * 0.5
         else:
             # Check that mask was not applied for batch_norm module
-            assert sum(bn_module.weight) == len(bn_module.weight)
-            assert sum(bn_module.bias) == len(bn_module.bias)
+            assert sum(mask) == len(mask)
 
     # Check output mask of concat layers
     ref_concat_masks = [
diff --git a/tests/torch/pruning/filter_pruning/test_set_pruning_rate.py b/tests/torch/pruning/filter_pruning/test_set_pruning_rate.py
index d29e6f33aa4..f4f72ec7c94 100644
--- a/tests/torch/pruning/filter_pruning/test_set_pruning_rate.py
+++ b/tests/torch/pruning/filter_pruning/test_set_pruning_rate.py
@@ -40,7 +40,7 @@ def create_pruning_algo_with_config(config):
     ('all_weights', 'pruning_rate_to_set', 'ref_pruning_rates', 'ref_global_pruning_rate'),
     [
         (False, 0.5, [0.5, 0.5], 0.5),
-        (True, 0.5, [0.28125, 0.60937], 0.5),
+        (True, 0.5, [0.25, 0.625], 0.5),
         (False, {0: 0.6, 1: 0.8}, [0.5, 0.75], 0.69986),
     ]
 )

From d2358166d5399d985150395cc254ac13f0567980 Mon Sep 17 00:00:00 2001
From: Kaglinskaya <maria.kaglinskaya@intel.com>
Date: Sun, 17 Oct 2021 20:02:20 +0300
Subject: [PATCH 03/11] Fix mask type in apply_mask

---
 nncf/torch/pruning/filter_pruning/algo.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/nncf/torch/pruning/filter_pruning/algo.py b/nncf/torch/pruning/filter_pruning/algo.py
index d408b7c7da1..680e31cf6a5 100644
--- a/nncf/torch/pruning/filter_pruning/algo.py
+++ b/nncf/torch/pruning/filter_pruning/algo.py
@@ -669,7 +669,7 @@ def _apply_masks(self):
             if node.data['output_mask'] is not None and node_module not in pruned_node_modules and \
                     node.node_name in self.other_pruning_operators:
                 # Setting masks for BN nodes
-                self.other_pruning_operators[node.node_name][0].binary_filter_pruning_mask = node.data['output_mask']
+                self.other_pruning_operators[node.node_name][0].binary_filter_pruning_mask = node.data['output_mask'].tensor
                 pruned_node_modules.append(node_module)
 
     def prepare_for_export(self):

From 6e386d1debac12a50544370a4f944e56c1fa74ec Mon Sep 17 00:00:00 2001
From: Kaglinskaya <maria.kaglinskaya@intel.com>
Date: Sun, 17 Oct 2021 20:51:15 +0300
Subject: [PATCH 04/11] Small refactoring

---
 nncf/torch/module_operations.py           | 18 ++++++------------
 nncf/torch/pruning/base_algo.py           |  9 +++------
 nncf/torch/pruning/filter_pruning/algo.py | 10 +++++-----
 3 files changed, 14 insertions(+), 23 deletions(-)

diff --git a/nncf/torch/module_operations.py b/nncf/torch/module_operations.py
index ae80df31450..68ef804ce9e 100644
--- a/nncf/torch/module_operations.py
+++ b/nncf/torch/module_operations.py
@@ -57,18 +57,12 @@ def __init__(self, op):
         super().__init__(op)
 
     def __call__(self, module, _):
-        param_name = 'weight'
-        if not hasattr(module, param_name):
-            raise TypeError('{} should have {} attribute'.format(type(module), param_name))
-
-        value = getattr(module, param_name)
-        result = super().__call__(value, True)
-        setattr(module, param_name, result)
-
-        param_name = 'bias'
-        value = getattr(module, param_name)
-        result = super().__call__(value, False)
-        setattr(module, param_name, result)
+        for param_name in ('weight', 'bias'):
+            if not hasattr(module, param_name):
+                raise TypeError('{} should have {} attribute'.format(type(module), param_name))
+            value = getattr(module, param_name)
+            result = super().__call__(value, param_name == 'weight')
+            setattr(module, param_name, result)
 
 
 class UpdatePaddingValue(UpdateParameter):
diff --git a/nncf/torch/pruning/base_algo.py b/nncf/torch/pruning/base_algo.py
index 95129fb990e..f3741cf9ab2 100644
--- a/nncf/torch/pruning/base_algo.py
+++ b/nncf/torch/pruning/base_algo.py
@@ -17,7 +17,6 @@
 
 from nncf.torch.module_operations import UpdateWeightAndBiasPruning
 
-from nncf.torch.layer_utils import _NNCFModuleMixin
 from torch import nn
 from texttable import Texttable
 
@@ -65,6 +64,7 @@ def __init__(self, config, should_init: bool = True):
                                                          self.prune_downsample_convs)
 
         self.pruned_module_groups_info = []
+        self._pruned_norms_operators = {}
 
     @staticmethod
     def _set_default_params_for_ranking_type(params: Dict) -> None:
@@ -134,14 +134,12 @@ def _prune_weights(self, target_model: NNCFNetwork):
             cluster = Cluster[PrunedModuleInfo](i, group_minfos, [n.node_id for n in group.elements])
             self.pruned_module_groups_info.add_cluster(cluster)
 
-        norms_operators = {}
         # Adding binary masks also for Batch/Group Norms to allow applying masks after propagation
-        all_norm_layers = target_model_graph.get_nodes_by_types(['batch_norm', 'group_norm'])  # NNCFNodes here
+        all_norm_layers = target_model_graph.get_nodes_by_types(['batch_norm', 'group_norm'])
         for node in all_norm_layers:
             node_name = node.node_name
             module = target_model.get_containing_module(node_name)
 
-            dim = 0
             pruning_block = self.create_weight_pruning_operation(module)
             # Hook for weights and bias
             hook = UpdateWeightAndBiasPruning(pruning_block).to(device)
@@ -153,8 +151,7 @@ def _prune_weights(self, target_model: NNCFNetwork):
                     TransformationPriority.PRUNING_PRIORITY
                 )
             )
-            norms_operators[node_name] = (pruning_block, module)
-        self.other_operators = norms_operators
+            self._pruned_norms_operators[node_name] = (pruning_block, module)
         return insertion_commands
 
     def create_weight_pruning_operation(self, module):
diff --git a/nncf/torch/pruning/filter_pruning/algo.py b/nncf/torch/pruning/filter_pruning/algo.py
index 680e31cf6a5..a71f3bc884b 100644
--- a/nncf/torch/pruning/filter_pruning/algo.py
+++ b/nncf/torch/pruning/filter_pruning/algo.py
@@ -100,7 +100,7 @@ def _build_controller(self, model: NNCFNetwork) -> PTCompressionAlgorithmControl
         return FilterPruningController(model,
                                        self._prunable_types,
                                        self.pruned_module_groups_info,
-                                       self.other_operators,
+                                       self._pruned_norms_operators,
                                        self.config)
 
     def _is_pruned_module(self, module) -> bool:
@@ -120,12 +120,12 @@ class FilterPruningController(BasePruningAlgoController):
     def __init__(self, target_model: NNCFNetwork,
                  prunable_types: List[str],
                  pruned_module_groups: Clusterization[PrunedModuleInfo],
-                 other_pruning_operators,
+                 pruned_norms_operators,
                  config: NNCFConfig):
         #pylint:disable=too-many-statements
         super().__init__(target_model, prunable_types, pruned_module_groups, config)
         params = self.pruning_config.get('params', {})
-        self.other_pruning_operators = other_pruning_operators
+        self._pruned_norms_operators = pruned_norms_operators
         self.frozen = False
         self._pruning_rate = 0
         self.pruning_init = self.pruning_config.get('pruning_init', 0)
@@ -667,9 +667,9 @@ def _apply_masks(self):
                 continue
             node_module = self.model.get_containing_module(node.node_name)
             if node.data['output_mask'] is not None and node_module not in pruned_node_modules and \
-                    node.node_name in self.other_pruning_operators:
+                    node.node_name in self._pruned_norms_operators:
                 # Setting masks for BN nodes
-                self.other_pruning_operators[node.node_name][0].binary_filter_pruning_mask = node.data['output_mask'].tensor
+                self._pruned_norms_operators[node.node_name][0].binary_filter_pruning_mask = node.data['output_mask'].tensor
                 pruned_node_modules.append(node_module)
 
     def prepare_for_export(self):

From 4effb8665ea91c11d5498fa54dc98c49f1ba5b83 Mon Sep 17 00:00:00 2001
From: Kaglinskaya <maria.kaglinskaya@intel.com>
Date: Sun, 17 Oct 2021 21:53:50 +0300
Subject: [PATCH 05/11] Fix pylint

---
 nncf/torch/module_operations.py           | 3 ---
 nncf/torch/pruning/base_algo.py           | 3 ---
 nncf/torch/pruning/filter_pruning/algo.py | 8 ++++----
 3 files changed, 4 insertions(+), 10 deletions(-)

diff --git a/nncf/torch/module_operations.py b/nncf/torch/module_operations.py
index 68ef804ce9e..4fd1ad01afa 100644
--- a/nncf/torch/module_operations.py
+++ b/nncf/torch/module_operations.py
@@ -53,9 +53,6 @@ def __init__(self, op):
 
 
 class UpdateWeightAndBiasPruning(BaseOp):
-    def __init__(self, op):
-        super().__init__(op)
-
     def __call__(self, module, _):
         for param_name in ('weight', 'bias'):
             if not hasattr(module, param_name):
diff --git a/nncf/torch/pruning/base_algo.py b/nncf/torch/pruning/base_algo.py
index f3741cf9ab2..ec5d453e3d6 100644
--- a/nncf/torch/pruning/base_algo.py
+++ b/nncf/torch/pruning/base_algo.py
@@ -203,9 +203,6 @@ def freeze(self):
     def set_pruning_rate(self, pruning_rate):
         raise NotImplementedError
 
-    def step(self, next_step):
-        raise NotImplementedError
-
     def zero_grads_for_pruned_modules(self):
         """
         This function registers a hook that will set the
diff --git a/nncf/torch/pruning/filter_pruning/algo.py b/nncf/torch/pruning/filter_pruning/algo.py
index a71f3bc884b..31b4c8e4671 100644
--- a/nncf/torch/pruning/filter_pruning/algo.py
+++ b/nncf/torch/pruning/filter_pruning/algo.py
@@ -56,7 +56,6 @@
 from nncf.torch.graph.operator_metatypes import DepthwiseConv2dSubtype
 from nncf.torch.graph.operator_metatypes import DepthwiseConv3dSubtype
 from nncf.torch.graph.operator_metatypes import LinearMetatype
-from nncf.torch.layer_utils import _NNCFModuleMixin
 from nncf.torch.layers import NNCF_GENERAL_CONV_MODULES_DICT
 from nncf.torch.layers import NNCF_LINEAR_MODULES_DICT
 from nncf.torch.layers import NNCF_PRUNING_MODULES_DICT
@@ -70,7 +69,6 @@
 from nncf.torch.pruning.filter_pruning.functions import tensor_l2_normalizer
 from nncf.torch.pruning.filter_pruning.global_ranking.legr import LeGR
 from nncf.torch.pruning.filter_pruning.layers import FilterPruningBlock
-from nncf.torch.pruning.filter_pruning.layers import inplace_apply_filter_binary_mask
 from nncf.torch.pruning.structs import PrunedModuleInfo
 from nncf.torch.pruning.utils import init_output_masks_in_graph
 from nncf.torch.structures import LeGRInitArgs, DistributedCallbacksArgs
@@ -94,7 +92,8 @@
 @PT_COMPRESSION_ALGORITHMS.register('filter_pruning')
 class FilterPruningBuilder(BasePruningAlgoBuilder):
     def create_weight_pruning_operation(self, module):
-        return FilterPruningBlock(module.weight.size(module.target_weight_dim_for_compression), module.target_weight_dim_for_compression)
+        return FilterPruningBlock(module.weight.size(module.target_weight_dim_for_compression),
+                                  module.target_weight_dim_for_compression)
 
     def _build_controller(self, model: NNCFNetwork) -> PTCompressionAlgorithmController:
         return FilterPruningController(model,
@@ -669,7 +668,8 @@ def _apply_masks(self):
             if node.data['output_mask'] is not None and node_module not in pruned_node_modules and \
                     node.node_name in self._pruned_norms_operators:
                 # Setting masks for BN nodes
-                self._pruned_norms_operators[node.node_name][0].binary_filter_pruning_mask = node.data['output_mask'].tensor
+                self._pruned_norms_operators[node.node_name][0].binary_filter_pruning_mask = \
+                    node.data['output_mask'].tensor
                 pruned_node_modules.append(node_module)
 
     def prepare_for_export(self):

From 64b35e0fbbf5d8b43347f2b3f3da0658f6c28fd1 Mon Sep 17 00:00:00 2001
From: Kaglinskaya <maria.kaglinskaya@intel.com>
Date: Mon, 18 Oct 2021 21:47:32 +0300
Subject: [PATCH 06/11] UpdateWeightAndBias was refactored to use
 UpdateParameterList

---
 nncf/torch/module_operations.py               | 27 ++++++++++++++-----
 nncf/torch/pruning/base_algo.py               |  6 ++---
 nncf/torch/pruning/filter_pruning/layers.py   | 26 +++++++++---------
 .../torch/pruning/filter_pruning/test_algo.py |  4 +--
 .../pruning/filter_pruning/test_layers.py     |  4 +--
 5 files changed, 40 insertions(+), 27 deletions(-)

diff --git a/nncf/torch/module_operations.py b/nncf/torch/module_operations.py
index 4fd1ad01afa..1e4f07d262e 100644
--- a/nncf/torch/module_operations.py
+++ b/nncf/torch/module_operations.py
@@ -25,8 +25,8 @@ def __init__(self, op):
     def operand(self):
         return self.op
 
-    def forward(self, *inputs):
-        return self.op(*inputs)
+    def forward(self, *inputs, **kwargs):
+        return self.op(*inputs, **kwargs)
 
 
 class UpdateInputs(BaseOp):
@@ -52,14 +52,27 @@ def __init__(self, op):
         super().__init__("weight", op)
 
 
-class UpdateWeightAndBiasPruning(BaseOp):
+class UpdateParameterList(BaseOp):
+    def __init__(self, param_names, op):
+        super().__init__(op)
+        self._param_names = param_names
+
     def __call__(self, module, _):
-        for param_name in ('weight', 'bias'):
+        param_values = []
+        for param_name in self._param_names:
             if not hasattr(module, param_name):
                 raise TypeError('{} should have {} attribute'.format(type(module), param_name))
-            value = getattr(module, param_name)
-            result = super().__call__(value, param_name == 'weight')
-            setattr(module, param_name, result)
+            param_values.append(getattr(module, param_name))
+        updated_kwargs = dict(zip(self._param_names, param_values))
+        updated_values = super().__call__(**updated_kwargs)
+
+        for param_name, updated_value in zip(self._param_names, updated_values):
+            setattr(module, param_name, updated_value)
+
+
+class UpdateWeightAndBias(UpdateParameterList):
+    def __init__(self, op):
+        super().__init__(["weight", "bias"], op)
 
 
 class UpdatePaddingValue(UpdateParameter):
diff --git a/nncf/torch/pruning/base_algo.py b/nncf/torch/pruning/base_algo.py
index ec5d453e3d6..3c1efcd76ae 100644
--- a/nncf/torch/pruning/base_algo.py
+++ b/nncf/torch/pruning/base_algo.py
@@ -15,7 +15,7 @@
 from functools import update_wrapper
 from typing import List, Dict
 
-from nncf.torch.module_operations import UpdateWeightAndBiasPruning
+from nncf.torch.module_operations import UpdateWeightAndBias
 
 from torch import nn
 from texttable import Texttable
@@ -116,7 +116,7 @@ def _prune_weights(self, target_model: NNCFNetwork):
                 nncf_logger.info("Adding Weight Pruner in scope: {}".format(node_name))
                 pruning_block = self.create_weight_pruning_operation(module)
                 # Hook for weights and bias
-                hook = UpdateWeightAndBiasPruning(pruning_block).to(device)
+                hook = UpdateWeightAndBias(pruning_block).to(device)
                 insertion_commands.append(
                     PTInsertionCommand(
                         PTTargetPoint(TargetType.PRE_LAYER_OPERATION,
@@ -142,7 +142,7 @@ def _prune_weights(self, target_model: NNCFNetwork):
 
             pruning_block = self.create_weight_pruning_operation(module)
             # Hook for weights and bias
-            hook = UpdateWeightAndBiasPruning(pruning_block).to(device)
+            hook = UpdateWeightAndBias(pruning_block).to(device)
             insertion_commands.append(
                 PTInsertionCommand(
                     PTTargetPoint(TargetType.PRE_LAYER_OPERATION,
diff --git a/nncf/torch/pruning/filter_pruning/layers.py b/nncf/torch/pruning/filter_pruning/layers.py
index 0ea14d501f0..9d8191a8809 100644
--- a/nncf/torch/pruning/filter_pruning/layers.py
+++ b/nncf/torch/pruning/filter_pruning/layers.py
@@ -35,20 +35,20 @@ def binary_filter_pruning_mask(self, mask):
         with torch.no_grad():
             self._binary_filter_pruning_mask.set_(mask)
 
-    def forward(self, weight, update_weight=True):
-        # In case of None weight (or bias) mask shouldn't be applied
-        if weight is None:
-            return weight
-
-        # For weights self.mask_applying_dim should be used, for bias dim=0
-        dim = 0 if not update_weight else self.mask_applying_dim
-
-        if is_tracing_state():
-            with no_jit_trace():
-                return inplace_apply_filter_binary_mask(self.binary_filter_pruning_mask, weight, dim=dim)
-        new_weight = apply_filter_binary_mask(self.binary_filter_pruning_mask, weight, dim=dim)
-        return new_weight
+    def forward(self, **params):
+        new_params = []
+        for param_name, param_value in params.items():
+            # For weights self.mask_applying_dim should be used, for bias dim=0
+            dim = 0 if param_name == 'bias' else self.mask_applying_dim
 
+            # In case of None weight (or bias) mask shouldn't be applied
+            if param_value is None:
+                new_params.append(param_value)
+            if is_tracing_state():
+                with no_jit_trace():
+                    new_params.append(inplace_apply_filter_binary_mask(self.binary_filter_pruning_mask, param_value, dim=dim))
+            new_params.append(apply_filter_binary_mask(self.binary_filter_pruning_mask, param_value, dim=dim))
+        return new_params
 
 def broadcast_filter_mask(filter_mask, shape, dim=0):
     broadcasted_shape = np.ones(len(shape), dtype=np.int64)
diff --git a/tests/torch/pruning/filter_pruning/test_algo.py b/tests/torch/pruning/filter_pruning/test_algo.py
index cd251985019..cc289216edc 100644
--- a/tests/torch/pruning/filter_pruning/test_algo.py
+++ b/tests/torch/pruning/filter_pruning/test_algo.py
@@ -17,7 +17,7 @@
 import numpy as np
 
 from examples.torch.common.optimizer import make_optimizer, get_parameter_groups
-from nncf.torch.module_operations import UpdateWeight, UpdateWeightAndBiasPruning
+from nncf.torch.module_operations import UpdateWeight, UpdateWeightAndBias
 from nncf.torch.pruning.filter_pruning.algo import FilterPruningController
 from nncf.torch.pruning.filter_pruning.functions import l2_filter_norm
 from nncf.torch.pruning.filter_pruning.layers import FilterPruningBlock
@@ -100,7 +100,7 @@ def test_valid_modules_replacement_and_pruning(prune_first, prune_last):
     def check_that_module_is_pruned(module):
         assert len(module.pre_ops.values()) == 1
         pre_ops = list(module.pre_ops.values())
-        assert isinstance(pre_ops[0], UpdateWeightAndBiasPruning)
+        assert isinstance(pre_ops[0], UpdateWeightAndBias)
         pruning_op = pre_ops[0].operand
         assert isinstance(pruning_op, FilterPruningBlock)
 
diff --git a/tests/torch/pruning/filter_pruning/test_layers.py b/tests/torch/pruning/filter_pruning/test_layers.py
index 7e53f1ea271..194da6e844d 100644
--- a/tests/torch/pruning/filter_pruning/test_layers.py
+++ b/tests/torch/pruning/filter_pruning/test_layers.py
@@ -16,7 +16,7 @@
 from torch import nn
 
 from nncf.torch.layers import NNCFConv2d
-from nncf.torch.module_operations import UpdateWeight
+from nncf.torch.module_operations import UpdateWeightAndBias
 from nncf.torch.pruning.filter_pruning.layers import FilterPruningBlock, inplace_apply_filter_binary_mask, \
     apply_filter_binary_mask
 from tests.torch.helpers import fill_conv_weight, fill_bias
@@ -27,7 +27,7 @@ def __init__(self, layer):
         super().__init__()
         self.layer = layer
         pruning_op = FilterPruningBlock(layer.weight.size(0))
-        self.op_key = self.layer.register_pre_forward_operation(UpdateWeight(pruning_op))
+        self.op_key = self.layer.register_pre_forward_operation(UpdateWeightAndBias(pruning_op))
 
     @property
     def pruning_op(self):

From 30da9d8e1a8ac67bf4ad67d8fe63f0e5c2ab4f2b Mon Sep 17 00:00:00 2001
From: Kaglinskaya <maria.kaglinskaya@intel.com>
Date: Mon, 18 Oct 2021 22:46:38 +0300
Subject: [PATCH 07/11] GroupNorm added

---
 nncf/torch/layers.py                      | 15 ++++++++++++++-
 nncf/torch/pruning/filter_pruning/algo.py |  6 +++---
 2 files changed, 17 insertions(+), 4 deletions(-)

diff --git a/nncf/torch/layers.py b/nncf/torch/layers.py
index 37aee2e6b29..4e0c8fdd4a8 100644
--- a/nncf/torch/layers.py
+++ b/nncf/torch/layers.py
@@ -136,6 +136,18 @@ def from_module(module):
         return nncf_bn
 
 
+class NNCFGroupNorm(_NNCFModuleMixin, nn.GroupNorm):
+    op_func_name = "group_norm"
+
+    @staticmethod
+    def from_module(module):
+        assert module.__class__.__name__ == nn.GroupNorm.__name__
+
+        nncf_bn = NNCFGroupNorm(module.num_features)
+        dict_update(nncf_bn.__dict__, module.__dict__)
+        return nncf_bn
+
+
 class NNCFConvTranspose2d(_NNCFModuleMixin, nn.ConvTranspose2d):
     op_func_name = "conv_transpose2d"
     target_weight_dim_for_compression = 1
@@ -222,7 +234,8 @@ def from_module(module):
     NNCFConv2d: nn.Conv2d,
     NNCFConv3d: nn.Conv3d,
     NNCFLinear: nn.Linear,
-    NNCFBatchNorm:nn.BatchNorm2d,
+    NNCFBatchNorm : nn.BatchNorm2d,
+    NNCFGroupNorm : nn.GroupNorm,
     NNCFConvTranspose2d: nn.ConvTranspose2d,
     NNCFConvTranspose3d: nn.ConvTranspose3d,
     NNCFEmbedding: nn.Embedding,
diff --git a/nncf/torch/pruning/filter_pruning/algo.py b/nncf/torch/pruning/filter_pruning/algo.py
index 31b4c8e4671..995bcfa97f9 100644
--- a/nncf/torch/pruning/filter_pruning/algo.py
+++ b/nncf/torch/pruning/filter_pruning/algo.py
@@ -449,7 +449,7 @@ def set_pruning_rate(self, pruning_rate: Union[float, Dict[int, float]],
             if self.zero_grad:
                 self.zero_grads_for_pruned_modules()
 
-        self._apply_masks()
+        self._propagate_masks()
         if not groupwise_pruning_rates_set:
             self._pruning_rate = passed_pruning_rate
         else:
@@ -647,7 +647,7 @@ def _set_binary_masks_for_pruned_modules_globally_by_flops_target(self,
             cur_num += 1
         raise RuntimeError("Can't prune model to asked flops pruning rate")
 
-    def _apply_masks(self):
+    def _propagate_masks(self):
         nncf_logger.debug("Propagating pruning masks")
         # 1. Propagate masks for all modules
         graph = self.model.get_original_graph()
@@ -676,7 +676,7 @@ def prepare_for_export(self):
         """
         Applies pruning masks to layer weights before exporting the model to ONNX.
         """
-        self._apply_masks()
+        self._propagate_masks()
 
         pruned_layers_stats = self.get_stats_for_pruned_modules()
         nncf_logger.debug('Pruned layers statistics: \n%s', pruned_layers_stats.draw())

From dfd8b5359771fd7be84d60f6c9c71d8b2c021e6d Mon Sep 17 00:00:00 2001
From: Kaglinskaya <maria.kaglinskaya@intel.com>
Date: Tue, 19 Oct 2021 19:18:35 +0300
Subject: [PATCH 08/11] Removed zero_grad param and functionality, restoring
 weights in LeGR also deleted as not needed anymore

---
 nncf/config/schema.py                         |  4 --
 nncf/torch/pruning/base_algo.py               | 48 +++++--------------
 nncf/torch/pruning/filter_pruning/algo.py     |  3 --
 .../evolutionary_optimization.py              | 14 ------
 nncf/torch/pruning/filter_pruning/layers.py   | 13 +++--
 .../torch/pruning/filter_pruning/test_algo.py | 48 -------------------
 .../test_evolutionary_optimization.py         |  5 --
 7 files changed, 20 insertions(+), 115 deletions(-)

diff --git a/nncf/config/schema.py b/nncf/config/schema.py
index 03effb594a6..935580cb150 100644
--- a/nncf/config/schema.py
+++ b/nncf/config/schema.py
@@ -769,10 +769,6 @@ def with_attributes(schema: Dict, **kwargs) -> Dict:
                                                                      " `False` by default.",
                                                          default=False
                                                          ),
-                    "zero_grad": with_attributes(_BOOLEAN,
-                                                 description="Whether to setting gradients corresponding to zeroed"
-                                                             " filters to zero during training, `True` by default.",
-                                                 default=True),
                     "save_ranking_coeffs_path": with_attributes(_STRING),
                     "load_ranking_coeffs_path": with_attributes(_STRING),
                     "legr_params":
diff --git a/nncf/torch/pruning/base_algo.py b/nncf/torch/pruning/base_algo.py
index 3c1efcd76ae..e5e27253198 100644
--- a/nncf/torch/pruning/base_algo.py
+++ b/nncf/torch/pruning/base_algo.py
@@ -10,32 +10,28 @@
  See the License for the specific language governing permissions and
  limitations under the License.
 """
-import torch
-from functools import partial
-from functools import update_wrapper
 from typing import List, Dict
 
-from nncf.torch.module_operations import UpdateWeightAndBias
-
-from torch import nn
+import torch
 from texttable import Texttable
+from torch import nn
 
 from nncf import NNCFConfig
+from nncf.common.graph.transformations.commands import TargetType
+from nncf.common.pruning.clusterization import Cluster
+from nncf.common.pruning.clusterization import Clusterization
+from nncf.common.utils.logger import logger as nncf_logger
 from nncf.config.extractors import extract_algo_specific_config
 from nncf.torch.algo_selector import ZeroCompressionLoss
-from nncf.common.graph.transformations.commands import TargetType
 from nncf.torch.compression_method_api import PTCompressionAlgorithmBuilder
 from nncf.torch.compression_method_api import PTCompressionAlgorithmController
-from nncf.common.utils.logger import logger as nncf_logger
+from nncf.torch.graph.transformations.commands import PTInsertionCommand
+from nncf.torch.graph.transformations.commands import PTTargetPoint
+from nncf.torch.graph.transformations.commands import TransformationPriority
 from nncf.torch.graph.transformations.layout import PTTransformationLayout
+from nncf.torch.module_operations import UpdateWeightAndBias
 from nncf.torch.nncf_network import NNCFNetwork
-from nncf.torch.graph.transformations.commands import TransformationPriority
-from nncf.torch.graph.transformations.commands import PTTargetPoint
-from nncf.torch.graph.transformations.commands import PTInsertionCommand
 from nncf.torch.pruning.operations import PT_PRUNING_OPERATOR_METATYPES
-from nncf.torch.pruning.filter_pruning.layers import apply_filter_binary_mask
-from nncf.common.pruning.clusterization import Clusterization
-from nncf.common.pruning.clusterization import Cluster
 from nncf.torch.pruning.structs import PrunedModuleInfo
 
 
@@ -192,7 +188,6 @@ def __init__(self, target_model: NNCFNetwork,
         self.prune_first = params.get('prune_first_conv', False)
         self.prune_last = params.get('prune_last_conv', False)
         self.prune_downsample_convs = params.get('prune_downsample_convs', False)
-        self.zero_grad = params.get('zero_grad', True)
         self.prune_flops = False
         self.check_pruning_rate(params)
         self._hooks = []
@@ -203,27 +198,8 @@ def freeze(self):
     def set_pruning_rate(self, pruning_rate):
         raise NotImplementedError
 
-    def zero_grads_for_pruned_modules(self):
-        """
-        This function registers a hook that will set the
-        gradients for pruned filters to zero.
-        """
-        self._clean_hooks()
-
-        def hook(grad, mask, dim=0):
-            mask = mask.to(grad.device)
-            return apply_filter_binary_mask(mask, grad, dim=dim)
-
-        for minfo in self.pruned_module_groups_info.get_all_nodes():
-            mask = minfo.operand.binary_filter_pruning_mask
-            weight = minfo.module.weight
-            dim = minfo.module.target_weight_dim_for_compression
-            partial_hook = update_wrapper(partial(hook, mask=mask, dim=dim), hook)
-            self._hooks.append(weight.register_hook(partial_hook))
-            if minfo.module.bias is not None:
-                bias = minfo.module.bias
-                partial_hook = update_wrapper(partial(hook, mask=mask), hook)
-                self._hooks.append(bias.register_hook(partial_hook))
+    def step(self, next_step):
+        pass
 
     def check_pruning_rate(self, params):
         """
diff --git a/nncf/torch/pruning/filter_pruning/algo.py b/nncf/torch/pruning/filter_pruning/algo.py
index 995bcfa97f9..f13bc51f72b 100644
--- a/nncf/torch/pruning/filter_pruning/algo.py
+++ b/nncf/torch/pruning/filter_pruning/algo.py
@@ -446,9 +446,6 @@ def set_pruning_rate(self, pruning_rate: Union[float, Dict[int, float]],
                             pruning_rate = self._find_uniform_pruning_rate_for_target_flops(pruning_rate)
                     self._set_binary_masks_for_pruned_modules_groupwise(pruning_rate)
 
-            if self.zero_grad:
-                self.zero_grads_for_pruned_modules()
-
         self._propagate_masks()
         if not groupwise_pruning_rates_set:
             self._pruning_rate = passed_pruning_rate
diff --git a/nncf/torch/pruning/filter_pruning/global_ranking/evolutionary_optimization.py b/nncf/torch/pruning/filter_pruning/global_ranking/evolutionary_optimization.py
index 750b347ef3d..71fa6f21fbd 100644
--- a/nncf/torch/pruning/filter_pruning/global_ranking/evolutionary_optimization.py
+++ b/nncf/torch/pruning/filter_pruning/global_ranking/evolutionary_optimization.py
@@ -267,7 +267,6 @@ def __init__(self, filter_pruner_ctrl: 'FilterPruningController', model: nn.Modu
         self.scheduler = copy(self.filter_pruner.scheduler)
         self.model = model
         self.model_params_copy = None
-        self._save_model_weights()
         self.init_filter_norms = {node.node_name: self.filter_pruner.filter_importance(node.module.weight)
                                   for node in self.filter_pruner.pruned_module_groups_info.get_all_nodes()}
 
@@ -277,18 +276,6 @@ def loss(self) -> float:
         """
         return self.filter_pruner.loss()
 
-    def _save_model_weights(self) -> None:
-        """
-        Saving copy of all model parameters
-        """
-        self.model_params_copy = deepcopy(self.model.state_dict())
-
-    def _restore_model_weights(self):
-        """
-        Restoring saved original model parameters to discard any changes in model weights.
-        """
-        self.model.load_state_dict(self.model_params_copy)
-
     def _reset_masks(self) -> None:
         """
         Resetting masks for all pruned nodes
@@ -303,7 +290,6 @@ def reset(self) -> None:
         Resetting all changes made in the model (and model masks during environment step) by restoring the original
         model weights, resetting masks.
         """
-        self._restore_model_weights()
         self._reset_masks()
         self.scheduler = copy(self.filter_pruner.scheduler)
 
diff --git a/nncf/torch/pruning/filter_pruning/layers.py b/nncf/torch/pruning/filter_pruning/layers.py
index 9d8191a8809..2d4eaa01824 100644
--- a/nncf/torch/pruning/filter_pruning/layers.py
+++ b/nncf/torch/pruning/filter_pruning/layers.py
@@ -38,16 +38,19 @@ def binary_filter_pruning_mask(self, mask):
     def forward(self, **params):
         new_params = []
         for param_name, param_value in params.items():
-            # For weights self.mask_applying_dim should be used, for bias dim=0
-            dim = 0 if param_name == 'bias' else self.mask_applying_dim
-
             # In case of None weight (or bias) mask shouldn't be applied
             if param_value is None:
                 new_params.append(param_value)
+                continue
+
+            # For weights self.mask_applying_dim should be used, for bias dim=0
+            dim = 0 if param_name == 'bias' else self.mask_applying_dim
             if is_tracing_state():
                 with no_jit_trace():
-                    new_params.append(inplace_apply_filter_binary_mask(self.binary_filter_pruning_mask, param_value, dim=dim))
-            new_params.append(apply_filter_binary_mask(self.binary_filter_pruning_mask, param_value, dim=dim))
+                    new_params.append(inplace_apply_filter_binary_mask(self.binary_filter_pruning_mask, param_value,
+                                                                       dim=dim))
+            else:
+                new_params.append(apply_filter_binary_mask(self.binary_filter_pruning_mask, param_value, dim=dim))
         return new_params
 
 def broadcast_filter_mask(filter_mask, shape, dim=0):
diff --git a/tests/torch/pruning/filter_pruning/test_algo.py b/tests/torch/pruning/filter_pruning/test_algo.py
index cc289216edc..ba44b8205b7 100644
--- a/tests/torch/pruning/filter_pruning/test_algo.py
+++ b/tests/torch/pruning/filter_pruning/test_algo.py
@@ -73,7 +73,6 @@ def test_check_default_algo_params():
     assert compression_ctrl.pruning_quota == 0.9
 
     assert compression_ctrl.all_weights is False
-    assert compression_ctrl.zero_grad is True
 
     # Check default scheduler params
     assert isinstance(scheduler, ExponentialPruningScheduler)
@@ -333,53 +332,6 @@ def test_valid_masks_for_bn_after_concat(prune_bn):
         assert np.allclose(node.data['output_mask'].tensor.numpy(), ref_concat_masks[i])
 
 
-@pytest.mark.parametrize('zero_grad',
-                         [True, False])
-def test_zeroing_gradients(zero_grad):
-    """
-    Test for zeroing gradients functionality (zero_grads_for_pruned_modules in base algo)
-    :param zero_grad: zero grad or not
-    """
-    config = get_basic_pruning_config(input_sample_size=[2, 1, 8, 8])
-    config['compression']['params']['prune_first_conv'] = True
-    config['compression']['params']['prune_last_conv'] = True
-    config['compression']['params']['zero_grad'] = zero_grad
-
-    pruned_model, pruning_algo, _ = create_pruning_algo_with_config(config)
-    assert pruning_algo.zero_grad is zero_grad
-
-    pruned_module_info = pruning_algo.pruned_module_groups_info.get_all_nodes()
-    pruned_modules = [minfo.module for minfo in pruned_module_info]
-
-    device = next(pruned_model.parameters()).device
-    data_loader = create_ones_mock_dataloader(config)
-
-    params_to_optimize = get_parameter_groups(pruned_model, config)
-    optimizer, lr_scheduler = make_optimizer(params_to_optimize, config)
-
-    lr_scheduler.step(0)
-
-    pruned_model.train()
-    for input_, target in data_loader:
-        input_ = input_.to(device)
-        target = target.to(device).view(1)
-
-        output = pruned_model(input_)
-
-        loss = torch.sum(target.to(torch.float32) - output)
-        optimizer.zero_grad()
-        loss.backward()
-
-        # In case of zero_grad = True gradients should be masked
-        if zero_grad:
-            for module in pruned_modules:
-                op = list(module.pre_ops.values())[0]
-                mask = op.operand.binary_filter_pruning_mask
-                grad = module.weight.grad
-                masked_grad = apply_filter_binary_mask(mask, grad, dim=module.target_weight_dim_for_compression)
-                assert torch.allclose(masked_grad, grad)
-
-
 @pytest.mark.parametrize(('all_weights', 'pruning_flops_target', 'ref_flops', 'ref_params_num'),
                          [
                              (False, None, 1315008, 7776),
diff --git a/tests/torch/pruning/filter_pruning/test_evolutionary_optimization.py b/tests/torch/pruning/filter_pruning/test_evolutionary_optimization.py
index ed0d239d8db..fec53ea21ee 100644
--- a/tests/torch/pruning/filter_pruning/test_evolutionary_optimization.py
+++ b/tests/torch/pruning/filter_pruning/test_evolutionary_optimization.py
@@ -136,11 +136,6 @@ def test_pruner_default_params():
     assert legr_pruner.filter_pruner == compression_ctrl
     assert isinstance(legr_pruner.scheduler, type(compression_ctrl.scheduler))
 
-    ref_model_state_dict = list(compressed_model.state_dict().values())
-    saved_model_state_dict = list(legr_pruner.model_params_copy.values())
-    assert all(
-        torch.equal(ref_model_state_dict[i], saved_model_state_dict[i]) for i in range(len(ref_model_state_dict)))
-
 
 def test_pruner_interface():
     _, _, compression_ctrl = get_model_and_controller_for_legr_test()

From 351ccb84d9c0f922b4eeace3ac4aab9cd95c7c97 Mon Sep 17 00:00:00 2001
From: Maria Kaglinskaya <maria.kaglinskaya@intel.com>
Date: Tue, 19 Oct 2021 19:20:31 +0300
Subject: [PATCH 09/11] Update nncf/torch/module_operations.py with docs

Co-authored-by: Daniil Lyakhov <daniil.lyakhov@intel.com>
---
 nncf/torch/module_operations.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/nncf/torch/module_operations.py b/nncf/torch/module_operations.py
index 1e4f07d262e..db39b1eae37 100644
--- a/nncf/torch/module_operations.py
+++ b/nncf/torch/module_operations.py
@@ -53,6 +53,11 @@ def __init__(self, op):
 
 
 class UpdateParameterList(BaseOp):
+    """
+    A module which updates attributes of a module fed to 
+    forward method call by operand call.
+    """
+    
     def __init__(self, param_names, op):
         super().__init__(op)
         self._param_names = param_names

From 0a4cab4df0c698511dea78aaf8873f18f7bad7bb Mon Sep 17 00:00:00 2001
From: Maria Kaglinskaya <maria.kaglinskaya@intel.com>
Date: Tue, 19 Oct 2021 19:23:26 +0300
Subject: [PATCH 10/11] Update nncf/torch/module_operations.py

Co-authored-by: Daniil Lyakhov <daniil.lyakhov@intel.com>
---
 nncf/torch/module_operations.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/nncf/torch/module_operations.py b/nncf/torch/module_operations.py
index db39b1eae37..e7f33743917 100644
--- a/nncf/torch/module_operations.py
+++ b/nncf/torch/module_operations.py
@@ -76,6 +76,11 @@ def __call__(self, module, _):
 
 
 class UpdateWeightAndBias(UpdateParameterList):
+    """
+    A module which updates `weight` and `bias` attributes of a module 
+    fed to forward method call by operand call.
+    """
+    
     def __init__(self, op):
         super().__init__(["weight", "bias"], op)
 

From e508fafc9358896fc1c0d232ca99ce2f02c3ebc5 Mon Sep 17 00:00:00 2001
From: Kaglinskaya <maria.kaglinskaya@intel.com>
Date: Thu, 21 Oct 2021 20:37:39 +0300
Subject: [PATCH 11/11] Fixed a lot of reerence graphs without BN + refactor

---
 nncf/torch/pruning/filter_pruning/algo.py     |   6 +-
 .../evolutionary_optimization.py              |  14 +
 nncf/torch/pruning/filter_pruning/layers.py   |   6 +-
 .../mobilenet_v2_requires_grad_per_param.json | 512 +-----------
 .../quantized/asymmetric/densenet121.dot      | 720 ++++++++---------
 .../quantized/asymmetric/inception.dot        | 384 ++++-----
 .../quantized/asymmetric/inception_v3.dot     | 564 ++++++-------
 .../quantized/asymmetric/mobilenet_v2.dot     | 396 +++++-----
 .../asymmetric/mobilenet_v3_small.dot         | 344 ++++----
 .../quantized/asymmetric/pnasnetb.dot         | 746 +++++++++---------
 .../quantized/asymmetric/preresnet50.dot      | 288 +++----
 .../quantized/asymmetric/resnet18.dot         | 164 ++--
 .../quantized/asymmetric/resnet18_ignore.dot  | 122 +--
 .../asymmetric/resnet18_no_qinput.dot         | 164 ++--
 .../quantized/asymmetric/resnet50.dot         | 398 +++++-----
 .../quantized/asymmetric/resnext29_32x4d.dot  | 234 +++---
 .../quantized/asymmetric/senet18.dot          | 102 +--
 .../quantized/asymmetric/shufflenetv2.dot     | 412 +++++-----
 .../quantized/asymmetric/shuflenet_g2.dot     | 358 ++++-----
 .../quantized/asymmetric/ssd_mobilenet.dot    | 210 ++---
 .../quantized/asymmetric/ssd_vgg.dot          | 138 ++--
 .../quantized/asymmetric/unet.dot             | 108 +--
 .../quantized/asymmetric/unet_qoutput.dot     | 108 +--
 .../quantized/asymmetric/vgg16.dot            |  78 +-
 ..._subset_ratio_0.4__with_ignored_scopes.dot | 564 ++++++-------
 .../inception_v3_device_VPU__ratio_0.4.dot    | 564 ++++++-------
 .../autoq/mobilenet_v2_device_VPU.dot         | 396 +++++-----
 ...t_v2_device_VPU__eval_subset_ratio_0.4.dot | 396 +++++-----
 ..._VPU__eval_subset_ratio_0.4__ratio_0.4.dot | 396 +++++-----
 .../mobilenet_v2_device_VPU__ratio_0.4.dot    | 396 +++++-----
 .../quantized/autoq/resnet50_device_VPU.dot   | 398 +++++-----
 ...et50_device_VPU__eval_subset_ratio_0.4.dot | 398 +++++-----
 ..._VPU__eval_subset_ratio_0.4__ratio_0.4.dot | 398 +++++-----
 ...U__iter_number_4__warmup_iter_number_2.dot | 398 +++++-----
 .../autoq/resnet50_device_VPU__ratio_0.4.dot  | 398 +++++-----
 ...liberal__ratio_1.3__with_target_scopes.dot |  54 +-
 ...v3_device_VPU__mode_liberal__ratio_1.5.dot | 564 ++++++-------
 ...iberal__ratio_1.5__with_ignored_scopes.dot | 564 ++++++-------
 ...on_v3_device_VPU__mode_strict__ratio_1.dot | 564 ++++++-------
 .../quantized/hawq/mobilenet_v2_.dot          | 396 +++++-----
 .../hawq/mobilenet_v2_device_CPU.dot          | 396 +++++-----
 ...v2_device_VPU__mode_liberal__ratio_1.5.dot | 396 +++++-----
 ...v2_device_VPU__mode_strict__ratio_1.02.dot | 396 +++++-----
 ...50_device_VPU__mode_liberal__ratio_1.5.dot | 398 +++++-----
 ...50_device_VPU__mode_strict__ratio_1.11.dot | 398 +++++-----
 .../quantized/hw/CPU/inception_v3.dot         | 564 ++++++-------
 .../quantized/hw/CPU/mobilenet_v2.dot         | 396 +++++-----
 .../quantized/hw/CPU/resnet50.dot             | 398 +++++-----
 .../quantized/hw/GPU/inception_v3.dot         | 564 ++++++-------
 .../quantized/hw/GPU/mobilenet_v2.dot         | 396 +++++-----
 .../quantized/hw/GPU/resnet50.dot             | 398 +++++-----
 .../quantized/hw/VPU/inception_v3.dot         | 564 ++++++-------
 .../quantized/hw/VPU/mobilenet_v2.dot         | 396 +++++-----
 .../quantized/hw/VPU/resnet50.dot             | 398 +++++-----
 .../quantized/symmetric/densenet121.dot       | 720 ++++++++---------
 .../quantized/symmetric/inception.dot         | 384 ++++-----
 .../quantized/symmetric/inception_v3.dot      | 564 ++++++-------
 .../quantized/symmetric/mobilenet_v2.dot      | 396 +++++-----
 .../symmetric/mobilenet_v3_small.dot          | 344 ++++----
 .../quantized/symmetric/pnasnetb.dot          | 746 +++++++++---------
 .../quantized/symmetric/preresnet50.dot       | 288 +++----
 .../quantized/symmetric/resnet18.dot          | 164 ++--
 .../quantized/symmetric/resnet18_ignore.dot   | 122 +--
 .../symmetric/resnet18_no_qinput.dot          | 164 ++--
 .../quantized/symmetric/resnet50.dot          | 398 +++++-----
 .../quantized/symmetric/resnext29_32x4d.dot   | 234 +++---
 .../quantized/symmetric/senet18.dot           | 102 +--
 .../quantized/symmetric/shufflenetv2.dot      | 412 +++++-----
 .../quantized/symmetric/shuflenet_g2.dot      | 358 ++++-----
 .../quantized/symmetric/ssd_mobilenet.dot     | 210 ++---
 .../quantized/symmetric/ssd_vgg.dot           | 138 ++--
 .../quantized/symmetric/unet.dot              | 108 +--
 .../quantized/symmetric/unet_qoutput.dot      | 108 +--
 .../quantized/symmetric/vgg16.dot             |  78 +-
 .../quantized/synthetic_model/BatchNorm2d.dot |   6 +-
 .../torch/pruning/filter_pruning/test_algo.py |   4 +-
 .../pruning/filter_pruning/test_layers.py     |   4 +-
 tests/torch/test_nncf_network.py              |   2 +-
 78 files changed, 12520 insertions(+), 13012 deletions(-)

diff --git a/nncf/torch/pruning/filter_pruning/algo.py b/nncf/torch/pruning/filter_pruning/algo.py
index f13bc51f72b..583c21b7f08 100644
--- a/nncf/torch/pruning/filter_pruning/algo.py
+++ b/nncf/torch/pruning/filter_pruning/algo.py
@@ -68,7 +68,7 @@
 from nncf.torch.pruning.filter_pruning.functions import calculate_binary_mask
 from nncf.torch.pruning.filter_pruning.functions import tensor_l2_normalizer
 from nncf.torch.pruning.filter_pruning.global_ranking.legr import LeGR
-from nncf.torch.pruning.filter_pruning.layers import FilterPruningBlock
+from nncf.torch.pruning.filter_pruning.layers import FilterPruningMask
 from nncf.torch.pruning.structs import PrunedModuleInfo
 from nncf.torch.pruning.utils import init_output_masks_in_graph
 from nncf.torch.structures import LeGRInitArgs, DistributedCallbacksArgs
@@ -92,8 +92,8 @@
 @PT_COMPRESSION_ALGORITHMS.register('filter_pruning')
 class FilterPruningBuilder(BasePruningAlgoBuilder):
     def create_weight_pruning_operation(self, module):
-        return FilterPruningBlock(module.weight.size(module.target_weight_dim_for_compression),
-                                  module.target_weight_dim_for_compression)
+        return FilterPruningMask(module.weight.size(module.target_weight_dim_for_compression),
+                                 module.target_weight_dim_for_compression)
 
     def _build_controller(self, model: NNCFNetwork) -> PTCompressionAlgorithmController:
         return FilterPruningController(model,
diff --git a/nncf/torch/pruning/filter_pruning/global_ranking/evolutionary_optimization.py b/nncf/torch/pruning/filter_pruning/global_ranking/evolutionary_optimization.py
index 71fa6f21fbd..750b347ef3d 100644
--- a/nncf/torch/pruning/filter_pruning/global_ranking/evolutionary_optimization.py
+++ b/nncf/torch/pruning/filter_pruning/global_ranking/evolutionary_optimization.py
@@ -267,6 +267,7 @@ def __init__(self, filter_pruner_ctrl: 'FilterPruningController', model: nn.Modu
         self.scheduler = copy(self.filter_pruner.scheduler)
         self.model = model
         self.model_params_copy = None
+        self._save_model_weights()
         self.init_filter_norms = {node.node_name: self.filter_pruner.filter_importance(node.module.weight)
                                   for node in self.filter_pruner.pruned_module_groups_info.get_all_nodes()}
 
@@ -276,6 +277,18 @@ def loss(self) -> float:
         """
         return self.filter_pruner.loss()
 
+    def _save_model_weights(self) -> None:
+        """
+        Saving copy of all model parameters
+        """
+        self.model_params_copy = deepcopy(self.model.state_dict())
+
+    def _restore_model_weights(self):
+        """
+        Restoring saved original model parameters to discard any changes in model weights.
+        """
+        self.model.load_state_dict(self.model_params_copy)
+
     def _reset_masks(self) -> None:
         """
         Resetting masks for all pruned nodes
@@ -290,6 +303,7 @@ def reset(self) -> None:
         Resetting all changes made in the model (and model masks during environment step) by restoring the original
         model weights, resetting masks.
         """
+        self._restore_model_weights()
         self._reset_masks()
         self.scheduler = copy(self.filter_pruner.scheduler)
 
diff --git a/nncf/torch/pruning/filter_pruning/layers.py b/nncf/torch/pruning/filter_pruning/layers.py
index 2d4eaa01824..ffe839262e6 100644
--- a/nncf/torch/pruning/filter_pruning/layers.py
+++ b/nncf/torch/pruning/filter_pruning/layers.py
@@ -20,7 +20,11 @@
 
 
 @COMPRESSION_MODULES.register()
-class FilterPruningBlock(nn.Module):
+class FilterPruningMask(nn.Module):
+    """
+    A module contains the mask for pruning.
+    On forward pass applying the mask to weight and bias of the module.
+    """
     def __init__(self, size, dim=0):
         super().__init__()
         self.register_buffer("_binary_filter_pruning_mask", torch.ones(size))
diff --git a/tests/torch/data/hawq_reference/mobilenet_v2_requires_grad_per_param.json b/tests/torch/data/hawq_reference/mobilenet_v2_requires_grad_per_param.json
index eaa491e920b..07ee956bce4 100644
--- a/tests/torch/data/hawq_reference/mobilenet_v2_requires_grad_per_param.json
+++ b/tests/torch/data/hawq_reference/mobilenet_v2_requires_grad_per_param.json
@@ -1,511 +1 @@
-{
-    "external_quantizers./nncf_model_input_0|OUTPUT._num_bits": false,
-    "external_quantizers./nncf_model_input_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers./nncf_model_input_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT._scale_param_storage": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUTPUT.signed_tensor": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0|OUTPUT._num_bits": false,
-    "external_quantizers.MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0|OUTPUT._scale_param_storage": false,
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false, "nncf_module.features.4.conv.1.0.weight": true, "nncf_module.features.4.conv.1.1.bias": false, "nncf_module.features.4.conv.1.1.weight": false, "nncf_module.features.4.conv.2.pre_ops.0.op._num_bits": false, "nncf_module.features.4.conv.2.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.4.conv.2.pre_ops.0.op.signed_tensor": false, "nncf_module.features.4.conv.2.weight": true, "nncf_module.features.4.conv.3.bias": false, "nncf_module.features.4.conv.3.weight": false, "nncf_module.features.5.conv.0.0.pre_ops.0.op._num_bits": false, "nncf_module.features.5.conv.0.0.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.5.conv.0.0.pre_ops.0.op.signed_tensor": false, "nncf_module.features.5.conv.0.0.weight": true, "nncf_module.features.5.conv.0.1.bias": false, "nncf_module.features.5.conv.0.1.weight": false, "nncf_module.features.5.conv.1.0.pre_ops.0.op._num_bits": false, "nncf_module.features.5.conv.1.0.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.5.conv.1.0.pre_ops.0.op.signed_tensor": false, "nncf_module.features.5.conv.1.0.weight": true, "nncf_module.features.5.conv.1.1.bias": false, "nncf_module.features.5.conv.1.1.weight": false, "nncf_module.features.5.conv.2.pre_ops.0.op._num_bits": false, "nncf_module.features.5.conv.2.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.5.conv.2.pre_ops.0.op.signed_tensor": false, "nncf_module.features.5.conv.2.weight": true, "nncf_module.features.5.conv.3.bias": false, "nncf_module.features.5.conv.3.weight": false, "nncf_module.features.6.conv.0.0.pre_ops.0.op._num_bits": false, "nncf_module.features.6.conv.0.0.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.6.conv.0.0.pre_ops.0.op.signed_tensor": false, "nncf_module.features.6.conv.0.0.weight": true, "nncf_module.features.6.conv.0.1.bias": false, "nncf_module.features.6.conv.0.1.weight": false, "nncf_module.features.6.conv.1.0.pre_ops.0.op._num_bits": false, "nncf_module.features.6.conv.1.0.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.6.conv.1.0.pre_ops.0.op.signed_tensor": false, "nncf_module.features.6.conv.1.0.weight": true, "nncf_module.features.6.conv.1.1.bias": false, "nncf_module.features.6.conv.1.1.weight": false, "nncf_module.features.6.conv.2.pre_ops.0.op._num_bits": false, "nncf_module.features.6.conv.2.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.6.conv.2.pre_ops.0.op.signed_tensor": false, "nncf_module.features.6.conv.2.weight": true, "nncf_module.features.6.conv.3.bias": false, "nncf_module.features.6.conv.3.weight": false, "nncf_module.features.7.conv.0.0.pre_ops.0.op._num_bits": false, "nncf_module.features.7.conv.0.0.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.7.conv.0.0.pre_ops.0.op.signed_tensor": false, "nncf_module.features.7.conv.0.0.weight": true, "nncf_module.features.7.conv.0.1.bias": false, "nncf_module.features.7.conv.0.1.weight": false, "nncf_module.features.7.conv.1.0.pre_ops.0.op._num_bits": false, "nncf_module.features.7.conv.1.0.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.7.conv.1.0.pre_ops.0.op.signed_tensor": false, "nncf_module.features.7.conv.1.0.weight": true, "nncf_module.features.7.conv.1.1.bias": false, "nncf_module.features.7.conv.1.1.weight": false, "nncf_module.features.7.conv.2.pre_ops.0.op._num_bits": false, "nncf_module.features.7.conv.2.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.7.conv.2.pre_ops.0.op.signed_tensor": false, "nncf_module.features.7.conv.2.weight": true, "nncf_module.features.7.conv.3.bias": false, "nncf_module.features.7.conv.3.weight": false, "nncf_module.features.8.conv.0.0.pre_ops.0.op._num_bits": false, "nncf_module.features.8.conv.0.0.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.8.conv.0.0.pre_ops.0.op.signed_tensor": false, "nncf_module.features.8.conv.0.0.weight": true, "nncf_module.features.8.conv.0.1.bias": false, "nncf_module.features.8.conv.0.1.weight": false, "nncf_module.features.8.conv.1.0.pre_ops.0.op._num_bits": false, "nncf_module.features.8.conv.1.0.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.8.conv.1.0.pre_ops.0.op.signed_tensor": false, "nncf_module.features.8.conv.1.0.weight": true, "nncf_module.features.8.conv.1.1.bias": false, "nncf_module.features.8.conv.1.1.weight": false, "nncf_module.features.8.conv.2.pre_ops.0.op._num_bits": false, "nncf_module.features.8.conv.2.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.8.conv.2.pre_ops.0.op.signed_tensor": false, "nncf_module.features.8.conv.2.weight": true, "nncf_module.features.8.conv.3.bias": false, "nncf_module.features.8.conv.3.weight": false, "nncf_module.features.9.conv.0.0.pre_ops.0.op._num_bits": false, "nncf_module.features.9.conv.0.0.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.9.conv.0.0.pre_ops.0.op.signed_tensor": false, "nncf_module.features.9.conv.0.0.weight": true, "nncf_module.features.9.conv.0.1.bias": false, "nncf_module.features.9.conv.0.1.weight": false, "nncf_module.features.9.conv.1.0.pre_ops.0.op._num_bits": false, "nncf_module.features.9.conv.1.0.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.9.conv.1.0.pre_ops.0.op.signed_tensor": false, "nncf_module.features.9.conv.1.0.weight": true, "nncf_module.features.9.conv.1.1.bias": false, "nncf_module.features.9.conv.1.1.weight": false, "nncf_module.features.9.conv.2.pre_ops.0.op._num_bits": false, "nncf_module.features.9.conv.2.pre_ops.0.op._scale_param_storage": false, "nncf_module.features.9.conv.2.pre_ops.0.op.signed_tensor": false, "nncf_module.features.9.conv.2.weight": true, "nncf_module.features.9.conv.3.bias": false, "nncf_module.features.9.conv.3.weight": false}
\ No newline at end of file
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/densenet121.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/densenet121.dot
index 58e10951c8a..66f20732c60 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/densenet121.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/densenet121.dot
@@ -4,79 +4,79 @@ strict digraph  {
 "2 DenseNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 DenseNet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
 "4 DenseNet/NNCFConv2d[conv1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=4, type=asymmetric_quantize];
-"5 DenseNet/Sequential[dense1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=5, type=batch_norm];
+"5 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=5, type=batch_norm];
 "6 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_0" [id=6, type=relu];
 "7 DenseNet/Sequential[dense1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=7, type=asymmetric_quantize];
 "8 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=8, type=asymmetric_quantize];
 "9 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=9, type=conv2d];
-"10 DenseNet/Sequential[dense1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=10, type=batch_norm];
+"10 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=10, type=batch_norm];
 "11 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_1" [id=11, type=relu];
 "12 DenseNet/Sequential[dense1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=12, type=asymmetric_quantize];
 "13 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=13, type=asymmetric_quantize];
 "14 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=14, type=conv2d];
 "15 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=15, type=asymmetric_quantize];
 "16 DenseNet/Sequential[dense1]/Bottleneck[0]/cat_0" [id=16, type=cat];
-"17 DenseNet/Sequential[dense1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=17, type=batch_norm];
+"17 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=17, type=batch_norm];
 "18 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_0" [id=18, type=relu];
 "19 DenseNet/Sequential[dense1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=19, type=asymmetric_quantize];
 "20 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=20, type=asymmetric_quantize];
 "21 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=21, type=conv2d];
-"22 DenseNet/Sequential[dense1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=22, type=batch_norm];
+"22 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=22, type=batch_norm];
 "23 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_1" [id=23, type=relu];
 "24 DenseNet/Sequential[dense1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=24, type=asymmetric_quantize];
 "25 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=25, type=asymmetric_quantize];
 "26 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=26, type=conv2d];
 "27 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=27, type=asymmetric_quantize];
 "28 DenseNet/Sequential[dense1]/Bottleneck[1]/cat_0" [id=28, type=cat];
-"29 DenseNet/Sequential[dense1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=29, type=batch_norm];
+"29 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=29, type=batch_norm];
 "30 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_0" [id=30, type=relu];
 "31 DenseNet/Sequential[dense1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=31, type=asymmetric_quantize];
 "32 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=32, type=asymmetric_quantize];
 "33 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=33, type=conv2d];
-"34 DenseNet/Sequential[dense1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=34, type=batch_norm];
+"34 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=34, type=batch_norm];
 "35 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_1" [id=35, type=relu];
 "36 DenseNet/Sequential[dense1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=36, type=asymmetric_quantize];
 "37 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=37, type=asymmetric_quantize];
 "38 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=38, type=conv2d];
 "39 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=39, type=asymmetric_quantize];
 "40 DenseNet/Sequential[dense1]/Bottleneck[2]/cat_0" [id=40, type=cat];
-"41 DenseNet/Sequential[dense1]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" [id=41, type=batch_norm];
+"41 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=41, type=batch_norm];
 "42 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_0" [id=42, type=relu];
 "43 DenseNet/Sequential[dense1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=43, type=asymmetric_quantize];
 "44 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
 "45 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" [id=45, type=conv2d];
-"46 DenseNet/Sequential[dense1]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" [id=46, type=batch_norm];
+"46 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=46, type=batch_norm];
 "47 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_1" [id=47, type=relu];
 "48 DenseNet/Sequential[dense1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" [id=48, type=asymmetric_quantize];
 "49 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=49, type=asymmetric_quantize];
 "50 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" [id=50, type=conv2d];
 "51 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=51, type=asymmetric_quantize];
 "52 DenseNet/Sequential[dense1]/Bottleneck[3]/cat_0" [id=52, type=cat];
-"53 DenseNet/Sequential[dense1]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" [id=53, type=batch_norm];
+"53 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" [id=53, type=batch_norm];
 "54 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_0" [id=54, type=relu];
 "55 DenseNet/Sequential[dense1]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0" [id=55, type=asymmetric_quantize];
 "56 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=56, type=asymmetric_quantize];
 "57 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" [id=57, type=conv2d];
-"58 DenseNet/Sequential[dense1]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" [id=58, type=batch_norm];
+"58 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" [id=58, type=batch_norm];
 "59 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_1" [id=59, type=relu];
 "60 DenseNet/Sequential[dense1]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1" [id=60, type=asymmetric_quantize];
 "61 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=61, type=asymmetric_quantize];
 "62 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" [id=62, type=conv2d];
 "63 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=63, type=asymmetric_quantize];
 "64 DenseNet/Sequential[dense1]/Bottleneck[4]/cat_0" [id=64, type=cat];
-"65 DenseNet/Sequential[dense1]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" [id=65, type=batch_norm];
+"65 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" [id=65, type=batch_norm];
 "66 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_0" [id=66, type=relu];
 "67 DenseNet/Sequential[dense1]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=67, type=asymmetric_quantize];
 "68 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=68, type=asymmetric_quantize];
 "69 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" [id=69, type=conv2d];
-"70 DenseNet/Sequential[dense1]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" [id=70, type=batch_norm];
+"70 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" [id=70, type=batch_norm];
 "71 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_1" [id=71, type=relu];
 "72 DenseNet/Sequential[dense1]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1" [id=72, type=asymmetric_quantize];
 "73 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=73, type=asymmetric_quantize];
 "74 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" [id=74, type=conv2d];
 "75 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=75, type=asymmetric_quantize];
 "76 DenseNet/Sequential[dense1]/Bottleneck[5]/cat_0" [id=76, type=cat];
-"77 DenseNet/Transition[trans1]/BatchNorm2d[bn]/batch_norm_0" [id=77, type=batch_norm];
+"77 DenseNet/Transition[trans1]/NNCFBatchNorm[bn]/batch_norm_0" [id=77, type=batch_norm];
 "78 DenseNet/Transition[trans1]/relu_0" [id=78, type=relu];
 "79 DenseNet/Transition[trans1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=79, type=asymmetric_quantize];
 "80 DenseNet/Transition[trans1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=80, type=asymmetric_quantize];
@@ -84,151 +84,151 @@ strict digraph  {
 "82 DenseNet/Transition[trans1]/NNCFConv2d[conv]/AsymmetricQuantizer/asymmetric_quantize_0" [id=82, type=asymmetric_quantize];
 "83 DenseNet/Transition[trans1]/avg_pool2d_0" [id=83, type=avg_pool2d];
 "84 DenseNet/Transition[trans1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=84, type=asymmetric_quantize];
-"85 DenseNet/Sequential[dense2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=85, type=batch_norm];
+"85 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=85, type=batch_norm];
 "86 DenseNet/Sequential[dense2]/Bottleneck[0]/relu_0" [id=86, type=relu];
 "87 DenseNet/Sequential[dense2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=87, type=asymmetric_quantize];
 "88 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=88, type=asymmetric_quantize];
 "89 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=89, type=conv2d];
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 "214 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0" [id=214, type=conv2d];
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 "216 DenseNet/Sequential[dense2]/Bottleneck[10]/cat_0" [id=216, type=cat];
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+"217 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFBatchNorm[bn1]/batch_norm_0" [id=217, type=batch_norm];
 "218 DenseNet/Sequential[dense2]/Bottleneck[11]/relu_0" [id=218, type=relu];
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 "220 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=220, type=asymmetric_quantize];
 "221 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0" [id=221, type=conv2d];
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 "223 DenseNet/Sequential[dense2]/Bottleneck[11]/relu_1" [id=223, type=relu];
 "224 DenseNet/Sequential[dense2]/Bottleneck[11]/AsymmetricQuantizer/asymmetric_quantize_1" [id=224, type=asymmetric_quantize];
 "225 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=225, type=asymmetric_quantize];
 "226 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0" [id=226, type=conv2d];
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 "228 DenseNet/Sequential[dense2]/Bottleneck[11]/cat_0" [id=228, type=cat];
-"229 DenseNet/Transition[trans2]/BatchNorm2d[bn]/batch_norm_0" [id=229, type=batch_norm];
+"229 DenseNet/Transition[trans2]/NNCFBatchNorm[bn]/batch_norm_0" [id=229, type=batch_norm];
 "230 DenseNet/Transition[trans2]/relu_0" [id=230, type=relu];
 "231 DenseNet/Transition[trans2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=231, type=asymmetric_quantize];
 "232 DenseNet/Transition[trans2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=232, type=asymmetric_quantize];
@@ -236,295 +236,295 @@ strict digraph  {
 "234 DenseNet/Transition[trans2]/NNCFConv2d[conv]/AsymmetricQuantizer/asymmetric_quantize_0" [id=234, type=asymmetric_quantize];
 "235 DenseNet/Transition[trans2]/avg_pool2d_0" [id=235, type=avg_pool2d];
 "236 DenseNet/Transition[trans2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=236, type=asymmetric_quantize];
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 "528 DenseNet/Transition[trans3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=528, type=asymmetric_quantize];
@@ -532,199 +532,199 @@ strict digraph  {
 "530 DenseNet/Transition[trans3]/NNCFConv2d[conv]/AsymmetricQuantizer/asymmetric_quantize_0" [id=530, type=asymmetric_quantize];
 "531 DenseNet/Transition[trans3]/avg_pool2d_0" [id=531, type=avg_pool2d];
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 "679 DenseNet/Sequential[dense4]/Bottleneck[12]/AsymmetricQuantizer/asymmetric_quantize_0" [id=679, type=asymmetric_quantize];
 "680 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=680, type=asymmetric_quantize];
 "681 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0" [id=681, type=conv2d];
-"682 DenseNet/Sequential[dense4]/Bottleneck[12]/BatchNorm2d[bn2]/batch_norm_0" [id=682, type=batch_norm];
+"682 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFBatchNorm[bn2]/batch_norm_0" [id=682, type=batch_norm];
 "683 DenseNet/Sequential[dense4]/Bottleneck[12]/relu_1" [id=683, type=relu];
 "684 DenseNet/Sequential[dense4]/Bottleneck[12]/AsymmetricQuantizer/asymmetric_quantize_1" [id=684, type=asymmetric_quantize];
 "685 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=685, type=asymmetric_quantize];
 "686 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/conv2d_0" [id=686, type=conv2d];
 "687 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=687, type=asymmetric_quantize];
 "688 DenseNet/Sequential[dense4]/Bottleneck[12]/cat_0" [id=688, type=cat];
-"689 DenseNet/Sequential[dense4]/Bottleneck[13]/BatchNorm2d[bn1]/batch_norm_0" [id=689, type=batch_norm];
+"689 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFBatchNorm[bn1]/batch_norm_0" [id=689, type=batch_norm];
 "690 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_0" [id=690, type=relu];
 "691 DenseNet/Sequential[dense4]/Bottleneck[13]/AsymmetricQuantizer/asymmetric_quantize_0" [id=691, type=asymmetric_quantize];
 "692 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=692, type=asymmetric_quantize];
 "693 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0" [id=693, type=conv2d];
-"694 DenseNet/Sequential[dense4]/Bottleneck[13]/BatchNorm2d[bn2]/batch_norm_0" [id=694, type=batch_norm];
+"694 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFBatchNorm[bn2]/batch_norm_0" [id=694, type=batch_norm];
 "695 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_1" [id=695, type=relu];
 "696 DenseNet/Sequential[dense4]/Bottleneck[13]/AsymmetricQuantizer/asymmetric_quantize_1" [id=696, type=asymmetric_quantize];
 "697 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=697, type=asymmetric_quantize];
 "698 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/conv2d_0" [id=698, type=conv2d];
 "699 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=699, type=asymmetric_quantize];
 "700 DenseNet/Sequential[dense4]/Bottleneck[13]/cat_0" [id=700, type=cat];
-"701 DenseNet/Sequential[dense4]/Bottleneck[14]/BatchNorm2d[bn1]/batch_norm_0" [id=701, type=batch_norm];
+"701 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFBatchNorm[bn1]/batch_norm_0" [id=701, type=batch_norm];
 "702 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_0" [id=702, type=relu];
 "703 DenseNet/Sequential[dense4]/Bottleneck[14]/AsymmetricQuantizer/asymmetric_quantize_0" [id=703, type=asymmetric_quantize];
 "704 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=704, type=asymmetric_quantize];
 "705 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0" [id=705, type=conv2d];
-"706 DenseNet/Sequential[dense4]/Bottleneck[14]/BatchNorm2d[bn2]/batch_norm_0" [id=706, type=batch_norm];
+"706 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFBatchNorm[bn2]/batch_norm_0" [id=706, type=batch_norm];
 "707 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_1" [id=707, type=relu];
 "708 DenseNet/Sequential[dense4]/Bottleneck[14]/AsymmetricQuantizer/asymmetric_quantize_1" [id=708, type=asymmetric_quantize];
 "709 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=709, type=asymmetric_quantize];
 "710 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/conv2d_0" [id=710, type=conv2d];
 "711 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=711, type=asymmetric_quantize];
 "712 DenseNet/Sequential[dense4]/Bottleneck[14]/cat_0" [id=712, type=cat];
-"713 DenseNet/Sequential[dense4]/Bottleneck[15]/BatchNorm2d[bn1]/batch_norm_0" [id=713, type=batch_norm];
+"713 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFBatchNorm[bn1]/batch_norm_0" [id=713, type=batch_norm];
 "714 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_0" [id=714, type=relu];
 "715 DenseNet/Sequential[dense4]/Bottleneck[15]/AsymmetricQuantizer/asymmetric_quantize_0" [id=715, type=asymmetric_quantize];
 "716 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=716, type=asymmetric_quantize];
 "717 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0" [id=717, type=conv2d];
-"718 DenseNet/Sequential[dense4]/Bottleneck[15]/BatchNorm2d[bn2]/batch_norm_0" [id=718, type=batch_norm];
+"718 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFBatchNorm[bn2]/batch_norm_0" [id=718, type=batch_norm];
 "719 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_1" [id=719, type=relu];
 "720 DenseNet/Sequential[dense4]/Bottleneck[15]/AsymmetricQuantizer/asymmetric_quantize_1" [id=720, type=asymmetric_quantize];
 "721 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=721, type=asymmetric_quantize];
 "722 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/conv2d_0" [id=722, type=conv2d];
 "723 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=723, type=asymmetric_quantize];
 "724 DenseNet/Sequential[dense4]/Bottleneck[15]/cat_0" [id=724, type=cat];
-"725 DenseNet/BatchNorm2d[bn]/batch_norm_0" [id=725, type=batch_norm];
+"725 DenseNet/NNCFBatchNorm[bn]/batch_norm_0" [id=725, type=batch_norm];
 "726 DenseNet/relu_0" [id=726, type=relu];
 "727 DenseNet/AsymmetricQuantizer/asymmetric_quantize_0" [id=727, type=asymmetric_quantize];
 "728 DenseNet/avg_pool2d_0" [id=728, type=avg_pool2d];
@@ -737,786 +737,786 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 DenseNet/NNCFConv2d[conv1]/conv2d_0";
 "2 DenseNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 DenseNet/NNCFConv2d[conv1]/conv2d_0";
 "3 DenseNet/NNCFConv2d[conv1]/conv2d_0" -> "4 DenseNet/NNCFConv2d[conv1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"4 DenseNet/NNCFConv2d[conv1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "5 DenseNet/Sequential[dense1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"5 DenseNet/Sequential[dense1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "6 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_0";
+"4 DenseNet/NNCFConv2d[conv1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "5 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"5 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "6 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_0";
 "6 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_0" -> "7 DenseNet/Sequential[dense1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "7 DenseNet/Sequential[dense1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "9 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "8 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "9 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "4 DenseNet/NNCFConv2d[conv1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "16 DenseNet/Sequential[dense1]/Bottleneck[0]/cat_0";
-"9 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 DenseNet/Sequential[dense1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"10 DenseNet/Sequential[dense1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "11 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_1";
+"9 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"10 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "11 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_1";
 "11 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_1" -> "12 DenseNet/Sequential[dense1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "12 DenseNet/Sequential[dense1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "14 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "13 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "14 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "14 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "15 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "16 DenseNet/Sequential[dense1]/Bottleneck[0]/cat_0";
-"16 DenseNet/Sequential[dense1]/Bottleneck[0]/cat_0" -> "17 DenseNet/Sequential[dense1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
+"16 DenseNet/Sequential[dense1]/Bottleneck[0]/cat_0" -> "17 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "16 DenseNet/Sequential[dense1]/Bottleneck[0]/cat_0" -> "28 DenseNet/Sequential[dense1]/Bottleneck[1]/cat_0";
-"17 DenseNet/Sequential[dense1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "18 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_0";
+"17 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "18 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_0";
 "18 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_0" -> "19 DenseNet/Sequential[dense1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "19 DenseNet/Sequential[dense1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "21 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "20 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "21 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"21 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "22 DenseNet/Sequential[dense1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"22 DenseNet/Sequential[dense1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "23 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_1";
+"21 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "22 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"22 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "23 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_1";
 "23 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_1" -> "24 DenseNet/Sequential[dense1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "24 DenseNet/Sequential[dense1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "26 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "25 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "26 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "26 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "27 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "27 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "28 DenseNet/Sequential[dense1]/Bottleneck[1]/cat_0";
-"28 DenseNet/Sequential[dense1]/Bottleneck[1]/cat_0" -> "29 DenseNet/Sequential[dense1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"28 DenseNet/Sequential[dense1]/Bottleneck[1]/cat_0" -> "29 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "28 DenseNet/Sequential[dense1]/Bottleneck[1]/cat_0" -> "40 DenseNet/Sequential[dense1]/Bottleneck[2]/cat_0";
-"29 DenseNet/Sequential[dense1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "30 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_0";
+"29 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "30 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_0";
 "30 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_0" -> "31 DenseNet/Sequential[dense1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "31 DenseNet/Sequential[dense1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "33 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "32 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "33 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"33 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "34 DenseNet/Sequential[dense1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"34 DenseNet/Sequential[dense1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "35 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_1";
+"33 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "34 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"34 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "35 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_1";
 "35 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_1" -> "36 DenseNet/Sequential[dense1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "36 DenseNet/Sequential[dense1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "38 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "37 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "38 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "38 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "39 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "39 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "40 DenseNet/Sequential[dense1]/Bottleneck[2]/cat_0";
-"40 DenseNet/Sequential[dense1]/Bottleneck[2]/cat_0" -> "41 DenseNet/Sequential[dense1]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
+"40 DenseNet/Sequential[dense1]/Bottleneck[2]/cat_0" -> "41 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
 "40 DenseNet/Sequential[dense1]/Bottleneck[2]/cat_0" -> "52 DenseNet/Sequential[dense1]/Bottleneck[3]/cat_0";
-"41 DenseNet/Sequential[dense1]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "42 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_0";
+"41 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "42 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_0";
 "42 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_0" -> "43 DenseNet/Sequential[dense1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "43 DenseNet/Sequential[dense1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "44 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "45 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"45 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "46 DenseNet/Sequential[dense1]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"46 DenseNet/Sequential[dense1]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "47 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_1";
+"45 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "46 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"46 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "47 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_1";
 "47 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_1" -> "48 DenseNet/Sequential[dense1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1";
 "48 DenseNet/Sequential[dense1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "50 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "49 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "50 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "50 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "51 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "51 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "52 DenseNet/Sequential[dense1]/Bottleneck[3]/cat_0";
-"52 DenseNet/Sequential[dense1]/Bottleneck[3]/cat_0" -> "53 DenseNet/Sequential[dense1]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
+"52 DenseNet/Sequential[dense1]/Bottleneck[3]/cat_0" -> "53 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
 "52 DenseNet/Sequential[dense1]/Bottleneck[3]/cat_0" -> "64 DenseNet/Sequential[dense1]/Bottleneck[4]/cat_0";
-"53 DenseNet/Sequential[dense1]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "54 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_0";
+"53 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "54 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_0";
 "54 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_0" -> "55 DenseNet/Sequential[dense1]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "55 DenseNet/Sequential[dense1]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "57 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "56 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "57 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"57 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "58 DenseNet/Sequential[dense1]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"58 DenseNet/Sequential[dense1]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "59 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_1";
+"57 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "58 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"58 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "59 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_1";
 "59 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_1" -> "60 DenseNet/Sequential[dense1]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1";
 "60 DenseNet/Sequential[dense1]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1" -> "62 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "61 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "62 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "62 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "63 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "63 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "64 DenseNet/Sequential[dense1]/Bottleneck[4]/cat_0";
-"64 DenseNet/Sequential[dense1]/Bottleneck[4]/cat_0" -> "65 DenseNet/Sequential[dense1]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
+"64 DenseNet/Sequential[dense1]/Bottleneck[4]/cat_0" -> "65 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
 "64 DenseNet/Sequential[dense1]/Bottleneck[4]/cat_0" -> "76 DenseNet/Sequential[dense1]/Bottleneck[5]/cat_0";
-"65 DenseNet/Sequential[dense1]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "66 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_0";
+"65 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "66 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_0";
 "66 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_0" -> "67 DenseNet/Sequential[dense1]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "67 DenseNet/Sequential[dense1]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "69 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "68 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "69 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"69 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "70 DenseNet/Sequential[dense1]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"70 DenseNet/Sequential[dense1]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "71 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_1";
+"69 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "70 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"70 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "71 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_1";
 "71 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_1" -> "72 DenseNet/Sequential[dense1]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1";
 "72 DenseNet/Sequential[dense1]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1" -> "74 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "73 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "74 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "74 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "75 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "75 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "76 DenseNet/Sequential[dense1]/Bottleneck[5]/cat_0";
-"76 DenseNet/Sequential[dense1]/Bottleneck[5]/cat_0" -> "77 DenseNet/Transition[trans1]/BatchNorm2d[bn]/batch_norm_0";
-"77 DenseNet/Transition[trans1]/BatchNorm2d[bn]/batch_norm_0" -> "78 DenseNet/Transition[trans1]/relu_0";
+"76 DenseNet/Sequential[dense1]/Bottleneck[5]/cat_0" -> "77 DenseNet/Transition[trans1]/NNCFBatchNorm[bn]/batch_norm_0";
+"77 DenseNet/Transition[trans1]/NNCFBatchNorm[bn]/batch_norm_0" -> "78 DenseNet/Transition[trans1]/relu_0";
 "78 DenseNet/Transition[trans1]/relu_0" -> "79 DenseNet/Transition[trans1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "79 DenseNet/Transition[trans1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "81 DenseNet/Transition[trans1]/NNCFConv2d[conv]/conv2d_0";
 "80 DenseNet/Transition[trans1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "81 DenseNet/Transition[trans1]/NNCFConv2d[conv]/conv2d_0";
 "81 DenseNet/Transition[trans1]/NNCFConv2d[conv]/conv2d_0" -> "82 DenseNet/Transition[trans1]/NNCFConv2d[conv]/AsymmetricQuantizer/asymmetric_quantize_0";
 "82 DenseNet/Transition[trans1]/NNCFConv2d[conv]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 DenseNet/Transition[trans1]/avg_pool2d_0";
 "83 DenseNet/Transition[trans1]/avg_pool2d_0" -> "84 DenseNet/Transition[trans1]/AsymmetricQuantizer/asymmetric_quantize_1";
-"84 DenseNet/Transition[trans1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "85 DenseNet/Sequential[dense2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
+"84 DenseNet/Transition[trans1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "85 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
 "84 DenseNet/Transition[trans1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "96 DenseNet/Sequential[dense2]/Bottleneck[0]/cat_0";
-"85 DenseNet/Sequential[dense2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "86 DenseNet/Sequential[dense2]/Bottleneck[0]/relu_0";
+"85 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "86 DenseNet/Sequential[dense2]/Bottleneck[0]/relu_0";
 "86 DenseNet/Sequential[dense2]/Bottleneck[0]/relu_0" -> "87 DenseNet/Sequential[dense2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "87 DenseNet/Sequential[dense2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "89 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "88 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "89 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"89 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "90 DenseNet/Sequential[dense2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"90 DenseNet/Sequential[dense2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "91 DenseNet/Sequential[dense2]/Bottleneck[0]/relu_1";
+"89 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "90 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"90 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "91 DenseNet/Sequential[dense2]/Bottleneck[0]/relu_1";
 "91 DenseNet/Sequential[dense2]/Bottleneck[0]/relu_1" -> "92 DenseNet/Sequential[dense2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "92 DenseNet/Sequential[dense2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "94 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "93 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "94 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "94 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "95 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "95 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "96 DenseNet/Sequential[dense2]/Bottleneck[0]/cat_0";
-"96 DenseNet/Sequential[dense2]/Bottleneck[0]/cat_0" -> "97 DenseNet/Sequential[dense2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"97 DenseNet/Sequential[dense2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "98 DenseNet/Sequential[dense2]/Bottleneck[1]/relu_0";
+"96 DenseNet/Sequential[dense2]/Bottleneck[0]/cat_0" -> "97 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"97 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "98 DenseNet/Sequential[dense2]/Bottleneck[1]/relu_0";
 "98 DenseNet/Sequential[dense2]/Bottleneck[1]/relu_0" -> "99 DenseNet/Sequential[dense2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "96 DenseNet/Sequential[dense2]/Bottleneck[0]/cat_0" -> "108 DenseNet/Sequential[dense2]/Bottleneck[1]/cat_0";
 "99 DenseNet/Sequential[dense2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "101 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "100 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "101 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"101 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "102 DenseNet/Sequential[dense2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"102 DenseNet/Sequential[dense2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "103 DenseNet/Sequential[dense2]/Bottleneck[1]/relu_1";
+"101 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "102 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"102 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "103 DenseNet/Sequential[dense2]/Bottleneck[1]/relu_1";
 "103 DenseNet/Sequential[dense2]/Bottleneck[1]/relu_1" -> "104 DenseNet/Sequential[dense2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "104 DenseNet/Sequential[dense2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "106 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "105 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "106 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "106 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "107 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "107 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "108 DenseNet/Sequential[dense2]/Bottleneck[1]/cat_0";
-"108 DenseNet/Sequential[dense2]/Bottleneck[1]/cat_0" -> "109 DenseNet/Sequential[dense2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"108 DenseNet/Sequential[dense2]/Bottleneck[1]/cat_0" -> "109 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "108 DenseNet/Sequential[dense2]/Bottleneck[1]/cat_0" -> "120 DenseNet/Sequential[dense2]/Bottleneck[2]/cat_0";
-"109 DenseNet/Sequential[dense2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "110 DenseNet/Sequential[dense2]/Bottleneck[2]/relu_0";
+"109 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "110 DenseNet/Sequential[dense2]/Bottleneck[2]/relu_0";
 "110 DenseNet/Sequential[dense2]/Bottleneck[2]/relu_0" -> "111 DenseNet/Sequential[dense2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "111 DenseNet/Sequential[dense2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "113 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "112 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "113 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"113 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "114 DenseNet/Sequential[dense2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"114 DenseNet/Sequential[dense2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "115 DenseNet/Sequential[dense2]/Bottleneck[2]/relu_1";
+"113 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "114 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"114 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "115 DenseNet/Sequential[dense2]/Bottleneck[2]/relu_1";
 "115 DenseNet/Sequential[dense2]/Bottleneck[2]/relu_1" -> "116 DenseNet/Sequential[dense2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "116 DenseNet/Sequential[dense2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "118 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "117 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "118 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "118 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "119 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "119 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "120 DenseNet/Sequential[dense2]/Bottleneck[2]/cat_0";
-"120 DenseNet/Sequential[dense2]/Bottleneck[2]/cat_0" -> "121 DenseNet/Sequential[dense2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
+"120 DenseNet/Sequential[dense2]/Bottleneck[2]/cat_0" -> "121 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
 "120 DenseNet/Sequential[dense2]/Bottleneck[2]/cat_0" -> "132 DenseNet/Sequential[dense2]/Bottleneck[3]/cat_0";
-"121 DenseNet/Sequential[dense2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "122 DenseNet/Sequential[dense2]/Bottleneck[3]/relu_0";
+"121 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "122 DenseNet/Sequential[dense2]/Bottleneck[3]/relu_0";
 "122 DenseNet/Sequential[dense2]/Bottleneck[3]/relu_0" -> "123 DenseNet/Sequential[dense2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "123 DenseNet/Sequential[dense2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "125 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "124 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "125 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"125 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "126 DenseNet/Sequential[dense2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"126 DenseNet/Sequential[dense2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "127 DenseNet/Sequential[dense2]/Bottleneck[3]/relu_1";
+"125 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "126 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"126 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "127 DenseNet/Sequential[dense2]/Bottleneck[3]/relu_1";
 "127 DenseNet/Sequential[dense2]/Bottleneck[3]/relu_1" -> "128 DenseNet/Sequential[dense2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1";
 "128 DenseNet/Sequential[dense2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "130 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "129 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "130 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "130 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "131 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "131 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "132 DenseNet/Sequential[dense2]/Bottleneck[3]/cat_0";
-"132 DenseNet/Sequential[dense2]/Bottleneck[3]/cat_0" -> "133 DenseNet/Sequential[dense2]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
+"132 DenseNet/Sequential[dense2]/Bottleneck[3]/cat_0" -> "133 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
 "132 DenseNet/Sequential[dense2]/Bottleneck[3]/cat_0" -> "144 DenseNet/Sequential[dense2]/Bottleneck[4]/cat_0";
-"133 DenseNet/Sequential[dense2]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "134 DenseNet/Sequential[dense2]/Bottleneck[4]/relu_0";
+"133 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "134 DenseNet/Sequential[dense2]/Bottleneck[4]/relu_0";
 "134 DenseNet/Sequential[dense2]/Bottleneck[4]/relu_0" -> "135 DenseNet/Sequential[dense2]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "135 DenseNet/Sequential[dense2]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "137 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "136 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "137 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"137 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "138 DenseNet/Sequential[dense2]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"138 DenseNet/Sequential[dense2]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "139 DenseNet/Sequential[dense2]/Bottleneck[4]/relu_1";
+"137 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "138 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"138 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "139 DenseNet/Sequential[dense2]/Bottleneck[4]/relu_1";
 "139 DenseNet/Sequential[dense2]/Bottleneck[4]/relu_1" -> "140 DenseNet/Sequential[dense2]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1";
 "140 DenseNet/Sequential[dense2]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1" -> "142 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "141 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "142 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "142 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "143 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "143 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "144 DenseNet/Sequential[dense2]/Bottleneck[4]/cat_0";
-"144 DenseNet/Sequential[dense2]/Bottleneck[4]/cat_0" -> "145 DenseNet/Sequential[dense2]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
+"144 DenseNet/Sequential[dense2]/Bottleneck[4]/cat_0" -> "145 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
 "144 DenseNet/Sequential[dense2]/Bottleneck[4]/cat_0" -> "156 DenseNet/Sequential[dense2]/Bottleneck[5]/cat_0";
-"145 DenseNet/Sequential[dense2]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "146 DenseNet/Sequential[dense2]/Bottleneck[5]/relu_0";
+"145 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "146 DenseNet/Sequential[dense2]/Bottleneck[5]/relu_0";
 "146 DenseNet/Sequential[dense2]/Bottleneck[5]/relu_0" -> "147 DenseNet/Sequential[dense2]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "147 DenseNet/Sequential[dense2]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "149 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "148 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "149 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"149 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "150 DenseNet/Sequential[dense2]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"150 DenseNet/Sequential[dense2]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "151 DenseNet/Sequential[dense2]/Bottleneck[5]/relu_1";
+"149 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "150 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"150 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "151 DenseNet/Sequential[dense2]/Bottleneck[5]/relu_1";
 "151 DenseNet/Sequential[dense2]/Bottleneck[5]/relu_1" -> "152 DenseNet/Sequential[dense2]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1";
 "152 DenseNet/Sequential[dense2]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1" -> "154 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "153 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "154 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "154 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "155 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "155 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "156 DenseNet/Sequential[dense2]/Bottleneck[5]/cat_0";
-"156 DenseNet/Sequential[dense2]/Bottleneck[5]/cat_0" -> "157 DenseNet/Sequential[dense2]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0";
+"156 DenseNet/Sequential[dense2]/Bottleneck[5]/cat_0" -> "157 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0";
 "156 DenseNet/Sequential[dense2]/Bottleneck[5]/cat_0" -> "168 DenseNet/Sequential[dense2]/Bottleneck[6]/cat_0";
-"157 DenseNet/Sequential[dense2]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0" -> "158 DenseNet/Sequential[dense2]/Bottleneck[6]/relu_0";
+"157 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0" -> "158 DenseNet/Sequential[dense2]/Bottleneck[6]/relu_0";
 "158 DenseNet/Sequential[dense2]/Bottleneck[6]/relu_0" -> "159 DenseNet/Sequential[dense2]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_0";
 "159 DenseNet/Sequential[dense2]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_0" -> "161 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
 "160 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "161 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
-"161 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "162 DenseNet/Sequential[dense2]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0";
-"162 DenseNet/Sequential[dense2]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0" -> "163 DenseNet/Sequential[dense2]/Bottleneck[6]/relu_1";
+"161 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "162 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0";
+"162 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0" -> "163 DenseNet/Sequential[dense2]/Bottleneck[6]/relu_1";
 "163 DenseNet/Sequential[dense2]/Bottleneck[6]/relu_1" -> "164 DenseNet/Sequential[dense2]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_1";
 "164 DenseNet/Sequential[dense2]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_1" -> "166 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
 "165 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "166 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
 "166 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0" -> "167 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "167 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "168 DenseNet/Sequential[dense2]/Bottleneck[6]/cat_0";
-"168 DenseNet/Sequential[dense2]/Bottleneck[6]/cat_0" -> "169 DenseNet/Sequential[dense2]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0";
+"168 DenseNet/Sequential[dense2]/Bottleneck[6]/cat_0" -> "169 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0";
 "168 DenseNet/Sequential[dense2]/Bottleneck[6]/cat_0" -> "180 DenseNet/Sequential[dense2]/Bottleneck[7]/cat_0";
-"169 DenseNet/Sequential[dense2]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0" -> "170 DenseNet/Sequential[dense2]/Bottleneck[7]/relu_0";
+"169 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0" -> "170 DenseNet/Sequential[dense2]/Bottleneck[7]/relu_0";
 "170 DenseNet/Sequential[dense2]/Bottleneck[7]/relu_0" -> "171 DenseNet/Sequential[dense2]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_0";
 "171 DenseNet/Sequential[dense2]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_0" -> "173 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
 "172 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "173 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
-"173 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "174 DenseNet/Sequential[dense2]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0";
-"174 DenseNet/Sequential[dense2]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0" -> "175 DenseNet/Sequential[dense2]/Bottleneck[7]/relu_1";
+"173 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "174 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0";
+"174 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0" -> "175 DenseNet/Sequential[dense2]/Bottleneck[7]/relu_1";
 "175 DenseNet/Sequential[dense2]/Bottleneck[7]/relu_1" -> "176 DenseNet/Sequential[dense2]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_1";
 "176 DenseNet/Sequential[dense2]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_1" -> "178 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
 "177 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "178 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
 "178 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0" -> "179 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "179 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "180 DenseNet/Sequential[dense2]/Bottleneck[7]/cat_0";
-"180 DenseNet/Sequential[dense2]/Bottleneck[7]/cat_0" -> "181 DenseNet/Sequential[dense2]/Bottleneck[8]/BatchNorm2d[bn1]/batch_norm_0";
+"180 DenseNet/Sequential[dense2]/Bottleneck[7]/cat_0" -> "181 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFBatchNorm[bn1]/batch_norm_0";
 "180 DenseNet/Sequential[dense2]/Bottleneck[7]/cat_0" -> "192 DenseNet/Sequential[dense2]/Bottleneck[8]/cat_0";
-"181 DenseNet/Sequential[dense2]/Bottleneck[8]/BatchNorm2d[bn1]/batch_norm_0" -> "182 DenseNet/Sequential[dense2]/Bottleneck[8]/relu_0";
+"181 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFBatchNorm[bn1]/batch_norm_0" -> "182 DenseNet/Sequential[dense2]/Bottleneck[8]/relu_0";
 "182 DenseNet/Sequential[dense2]/Bottleneck[8]/relu_0" -> "183 DenseNet/Sequential[dense2]/Bottleneck[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "183 DenseNet/Sequential[dense2]/Bottleneck[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "185 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0";
 "184 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "185 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0";
-"185 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0" -> "186 DenseNet/Sequential[dense2]/Bottleneck[8]/BatchNorm2d[bn2]/batch_norm_0";
-"186 DenseNet/Sequential[dense2]/Bottleneck[8]/BatchNorm2d[bn2]/batch_norm_0" -> "187 DenseNet/Sequential[dense2]/Bottleneck[8]/relu_1";
+"185 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0" -> "186 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFBatchNorm[bn2]/batch_norm_0";
+"186 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFBatchNorm[bn2]/batch_norm_0" -> "187 DenseNet/Sequential[dense2]/Bottleneck[8]/relu_1";
 "187 DenseNet/Sequential[dense2]/Bottleneck[8]/relu_1" -> "188 DenseNet/Sequential[dense2]/Bottleneck[8]/AsymmetricQuantizer/asymmetric_quantize_1";
 "188 DenseNet/Sequential[dense2]/Bottleneck[8]/AsymmetricQuantizer/asymmetric_quantize_1" -> "190 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0";
 "189 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "190 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0";
 "190 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0" -> "191 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "191 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "192 DenseNet/Sequential[dense2]/Bottleneck[8]/cat_0";
-"192 DenseNet/Sequential[dense2]/Bottleneck[8]/cat_0" -> "193 DenseNet/Sequential[dense2]/Bottleneck[9]/BatchNorm2d[bn1]/batch_norm_0";
+"192 DenseNet/Sequential[dense2]/Bottleneck[8]/cat_0" -> "193 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFBatchNorm[bn1]/batch_norm_0";
 "192 DenseNet/Sequential[dense2]/Bottleneck[8]/cat_0" -> "204 DenseNet/Sequential[dense2]/Bottleneck[9]/cat_0";
-"193 DenseNet/Sequential[dense2]/Bottleneck[9]/BatchNorm2d[bn1]/batch_norm_0" -> "194 DenseNet/Sequential[dense2]/Bottleneck[9]/relu_0";
+"193 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFBatchNorm[bn1]/batch_norm_0" -> "194 DenseNet/Sequential[dense2]/Bottleneck[9]/relu_0";
 "194 DenseNet/Sequential[dense2]/Bottleneck[9]/relu_0" -> "195 DenseNet/Sequential[dense2]/Bottleneck[9]/AsymmetricQuantizer/asymmetric_quantize_0";
 "195 DenseNet/Sequential[dense2]/Bottleneck[9]/AsymmetricQuantizer/asymmetric_quantize_0" -> "197 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0";
 "196 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "197 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0";
-"197 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0" -> "198 DenseNet/Sequential[dense2]/Bottleneck[9]/BatchNorm2d[bn2]/batch_norm_0";
-"198 DenseNet/Sequential[dense2]/Bottleneck[9]/BatchNorm2d[bn2]/batch_norm_0" -> "199 DenseNet/Sequential[dense2]/Bottleneck[9]/relu_1";
+"197 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0" -> "198 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFBatchNorm[bn2]/batch_norm_0";
+"198 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFBatchNorm[bn2]/batch_norm_0" -> "199 DenseNet/Sequential[dense2]/Bottleneck[9]/relu_1";
 "199 DenseNet/Sequential[dense2]/Bottleneck[9]/relu_1" -> "200 DenseNet/Sequential[dense2]/Bottleneck[9]/AsymmetricQuantizer/asymmetric_quantize_1";
 "200 DenseNet/Sequential[dense2]/Bottleneck[9]/AsymmetricQuantizer/asymmetric_quantize_1" -> "202 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0";
 "201 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "202 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0";
 "202 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0" -> "203 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "203 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "204 DenseNet/Sequential[dense2]/Bottleneck[9]/cat_0";
-"204 DenseNet/Sequential[dense2]/Bottleneck[9]/cat_0" -> "205 DenseNet/Sequential[dense2]/Bottleneck[10]/BatchNorm2d[bn1]/batch_norm_0";
+"204 DenseNet/Sequential[dense2]/Bottleneck[9]/cat_0" -> "205 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFBatchNorm[bn1]/batch_norm_0";
 "204 DenseNet/Sequential[dense2]/Bottleneck[9]/cat_0" -> "216 DenseNet/Sequential[dense2]/Bottleneck[10]/cat_0";
-"205 DenseNet/Sequential[dense2]/Bottleneck[10]/BatchNorm2d[bn1]/batch_norm_0" -> "206 DenseNet/Sequential[dense2]/Bottleneck[10]/relu_0";
+"205 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFBatchNorm[bn1]/batch_norm_0" -> "206 DenseNet/Sequential[dense2]/Bottleneck[10]/relu_0";
 "206 DenseNet/Sequential[dense2]/Bottleneck[10]/relu_0" -> "207 DenseNet/Sequential[dense2]/Bottleneck[10]/AsymmetricQuantizer/asymmetric_quantize_0";
 "207 DenseNet/Sequential[dense2]/Bottleneck[10]/AsymmetricQuantizer/asymmetric_quantize_0" -> "209 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0";
 "208 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "209 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0";
-"209 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0" -> "210 DenseNet/Sequential[dense2]/Bottleneck[10]/BatchNorm2d[bn2]/batch_norm_0";
-"210 DenseNet/Sequential[dense2]/Bottleneck[10]/BatchNorm2d[bn2]/batch_norm_0" -> "211 DenseNet/Sequential[dense2]/Bottleneck[10]/relu_1";
+"209 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0" -> "210 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFBatchNorm[bn2]/batch_norm_0";
+"210 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFBatchNorm[bn2]/batch_norm_0" -> "211 DenseNet/Sequential[dense2]/Bottleneck[10]/relu_1";
 "211 DenseNet/Sequential[dense2]/Bottleneck[10]/relu_1" -> "212 DenseNet/Sequential[dense2]/Bottleneck[10]/AsymmetricQuantizer/asymmetric_quantize_1";
 "212 DenseNet/Sequential[dense2]/Bottleneck[10]/AsymmetricQuantizer/asymmetric_quantize_1" -> "214 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0";
 "213 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "214 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0";
 "214 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0" -> "215 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "215 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "216 DenseNet/Sequential[dense2]/Bottleneck[10]/cat_0";
-"216 DenseNet/Sequential[dense2]/Bottleneck[10]/cat_0" -> "217 DenseNet/Sequential[dense2]/Bottleneck[11]/BatchNorm2d[bn1]/batch_norm_0";
+"216 DenseNet/Sequential[dense2]/Bottleneck[10]/cat_0" -> "217 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFBatchNorm[bn1]/batch_norm_0";
 "216 DenseNet/Sequential[dense2]/Bottleneck[10]/cat_0" -> "228 DenseNet/Sequential[dense2]/Bottleneck[11]/cat_0";
-"217 DenseNet/Sequential[dense2]/Bottleneck[11]/BatchNorm2d[bn1]/batch_norm_0" -> "218 DenseNet/Sequential[dense2]/Bottleneck[11]/relu_0";
+"217 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFBatchNorm[bn1]/batch_norm_0" -> "218 DenseNet/Sequential[dense2]/Bottleneck[11]/relu_0";
 "218 DenseNet/Sequential[dense2]/Bottleneck[11]/relu_0" -> "219 DenseNet/Sequential[dense2]/Bottleneck[11]/AsymmetricQuantizer/asymmetric_quantize_0";
 "219 DenseNet/Sequential[dense2]/Bottleneck[11]/AsymmetricQuantizer/asymmetric_quantize_0" -> "221 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0";
 "220 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "221 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0";
-"221 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0" -> "222 DenseNet/Sequential[dense2]/Bottleneck[11]/BatchNorm2d[bn2]/batch_norm_0";
-"222 DenseNet/Sequential[dense2]/Bottleneck[11]/BatchNorm2d[bn2]/batch_norm_0" -> "223 DenseNet/Sequential[dense2]/Bottleneck[11]/relu_1";
+"221 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0" -> "222 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFBatchNorm[bn2]/batch_norm_0";
+"222 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFBatchNorm[bn2]/batch_norm_0" -> "223 DenseNet/Sequential[dense2]/Bottleneck[11]/relu_1";
 "223 DenseNet/Sequential[dense2]/Bottleneck[11]/relu_1" -> "224 DenseNet/Sequential[dense2]/Bottleneck[11]/AsymmetricQuantizer/asymmetric_quantize_1";
 "224 DenseNet/Sequential[dense2]/Bottleneck[11]/AsymmetricQuantizer/asymmetric_quantize_1" -> "226 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0";
 "225 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "226 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0";
 "226 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0" -> "227 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "227 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "228 DenseNet/Sequential[dense2]/Bottleneck[11]/cat_0";
-"228 DenseNet/Sequential[dense2]/Bottleneck[11]/cat_0" -> "229 DenseNet/Transition[trans2]/BatchNorm2d[bn]/batch_norm_0";
-"229 DenseNet/Transition[trans2]/BatchNorm2d[bn]/batch_norm_0" -> "230 DenseNet/Transition[trans2]/relu_0";
+"228 DenseNet/Sequential[dense2]/Bottleneck[11]/cat_0" -> "229 DenseNet/Transition[trans2]/NNCFBatchNorm[bn]/batch_norm_0";
+"229 DenseNet/Transition[trans2]/NNCFBatchNorm[bn]/batch_norm_0" -> "230 DenseNet/Transition[trans2]/relu_0";
 "230 DenseNet/Transition[trans2]/relu_0" -> "231 DenseNet/Transition[trans2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "231 DenseNet/Transition[trans2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "233 DenseNet/Transition[trans2]/NNCFConv2d[conv]/conv2d_0";
 "232 DenseNet/Transition[trans2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "233 DenseNet/Transition[trans2]/NNCFConv2d[conv]/conv2d_0";
 "233 DenseNet/Transition[trans2]/NNCFConv2d[conv]/conv2d_0" -> "234 DenseNet/Transition[trans2]/NNCFConv2d[conv]/AsymmetricQuantizer/asymmetric_quantize_0";
 "234 DenseNet/Transition[trans2]/NNCFConv2d[conv]/AsymmetricQuantizer/asymmetric_quantize_0" -> "235 DenseNet/Transition[trans2]/avg_pool2d_0";
 "235 DenseNet/Transition[trans2]/avg_pool2d_0" -> "236 DenseNet/Transition[trans2]/AsymmetricQuantizer/asymmetric_quantize_1";
-"236 DenseNet/Transition[trans2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "237 DenseNet/Sequential[dense3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
+"236 DenseNet/Transition[trans2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "237 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
 "236 DenseNet/Transition[trans2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "248 DenseNet/Sequential[dense3]/Bottleneck[0]/cat_0";
-"237 DenseNet/Sequential[dense3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "238 DenseNet/Sequential[dense3]/Bottleneck[0]/relu_0";
+"237 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "238 DenseNet/Sequential[dense3]/Bottleneck[0]/relu_0";
 "238 DenseNet/Sequential[dense3]/Bottleneck[0]/relu_0" -> "239 DenseNet/Sequential[dense3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "239 DenseNet/Sequential[dense3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "241 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "240 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "241 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"241 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "242 DenseNet/Sequential[dense3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"242 DenseNet/Sequential[dense3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "243 DenseNet/Sequential[dense3]/Bottleneck[0]/relu_1";
+"241 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "242 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"242 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "243 DenseNet/Sequential[dense3]/Bottleneck[0]/relu_1";
 "243 DenseNet/Sequential[dense3]/Bottleneck[0]/relu_1" -> "244 DenseNet/Sequential[dense3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "244 DenseNet/Sequential[dense3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "246 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "245 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "246 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "246 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "247 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "247 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "248 DenseNet/Sequential[dense3]/Bottleneck[0]/cat_0";
-"248 DenseNet/Sequential[dense3]/Bottleneck[0]/cat_0" -> "249 DenseNet/Sequential[dense3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
+"248 DenseNet/Sequential[dense3]/Bottleneck[0]/cat_0" -> "249 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "248 DenseNet/Sequential[dense3]/Bottleneck[0]/cat_0" -> "260 DenseNet/Sequential[dense3]/Bottleneck[1]/cat_0";
-"249 DenseNet/Sequential[dense3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "250 DenseNet/Sequential[dense3]/Bottleneck[1]/relu_0";
+"249 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "250 DenseNet/Sequential[dense3]/Bottleneck[1]/relu_0";
 "250 DenseNet/Sequential[dense3]/Bottleneck[1]/relu_0" -> "251 DenseNet/Sequential[dense3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "251 DenseNet/Sequential[dense3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "253 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "252 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "253 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"253 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "254 DenseNet/Sequential[dense3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"254 DenseNet/Sequential[dense3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "255 DenseNet/Sequential[dense3]/Bottleneck[1]/relu_1";
+"253 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "254 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"254 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "255 DenseNet/Sequential[dense3]/Bottleneck[1]/relu_1";
 "255 DenseNet/Sequential[dense3]/Bottleneck[1]/relu_1" -> "256 DenseNet/Sequential[dense3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "256 DenseNet/Sequential[dense3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "258 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "257 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "258 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "258 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "259 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "259 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "260 DenseNet/Sequential[dense3]/Bottleneck[1]/cat_0";
-"260 DenseNet/Sequential[dense3]/Bottleneck[1]/cat_0" -> "261 DenseNet/Sequential[dense3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"260 DenseNet/Sequential[dense3]/Bottleneck[1]/cat_0" -> "261 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "260 DenseNet/Sequential[dense3]/Bottleneck[1]/cat_0" -> "272 DenseNet/Sequential[dense3]/Bottleneck[2]/cat_0";
-"261 DenseNet/Sequential[dense3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "262 DenseNet/Sequential[dense3]/Bottleneck[2]/relu_0";
+"261 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "262 DenseNet/Sequential[dense3]/Bottleneck[2]/relu_0";
 "262 DenseNet/Sequential[dense3]/Bottleneck[2]/relu_0" -> "263 DenseNet/Sequential[dense3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "263 DenseNet/Sequential[dense3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "265 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "264 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "265 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"265 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "266 DenseNet/Sequential[dense3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"266 DenseNet/Sequential[dense3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "267 DenseNet/Sequential[dense3]/Bottleneck[2]/relu_1";
+"265 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "266 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"266 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "267 DenseNet/Sequential[dense3]/Bottleneck[2]/relu_1";
 "267 DenseNet/Sequential[dense3]/Bottleneck[2]/relu_1" -> "268 DenseNet/Sequential[dense3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "268 DenseNet/Sequential[dense3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "270 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "269 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "270 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "270 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "271 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "271 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "272 DenseNet/Sequential[dense3]/Bottleneck[2]/cat_0";
-"272 DenseNet/Sequential[dense3]/Bottleneck[2]/cat_0" -> "273 DenseNet/Sequential[dense3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
+"272 DenseNet/Sequential[dense3]/Bottleneck[2]/cat_0" -> "273 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
 "272 DenseNet/Sequential[dense3]/Bottleneck[2]/cat_0" -> "284 DenseNet/Sequential[dense3]/Bottleneck[3]/cat_0";
-"273 DenseNet/Sequential[dense3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "274 DenseNet/Sequential[dense3]/Bottleneck[3]/relu_0";
+"273 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "274 DenseNet/Sequential[dense3]/Bottleneck[3]/relu_0";
 "274 DenseNet/Sequential[dense3]/Bottleneck[3]/relu_0" -> "275 DenseNet/Sequential[dense3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "275 DenseNet/Sequential[dense3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "277 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "276 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "277 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"277 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "278 DenseNet/Sequential[dense3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"278 DenseNet/Sequential[dense3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "279 DenseNet/Sequential[dense3]/Bottleneck[3]/relu_1";
+"277 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "278 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"278 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "279 DenseNet/Sequential[dense3]/Bottleneck[3]/relu_1";
 "279 DenseNet/Sequential[dense3]/Bottleneck[3]/relu_1" -> "280 DenseNet/Sequential[dense3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1";
 "280 DenseNet/Sequential[dense3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "282 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "281 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "282 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "282 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "283 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "283 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "284 DenseNet/Sequential[dense3]/Bottleneck[3]/cat_0";
-"284 DenseNet/Sequential[dense3]/Bottleneck[3]/cat_0" -> "285 DenseNet/Sequential[dense3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
+"284 DenseNet/Sequential[dense3]/Bottleneck[3]/cat_0" -> "285 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
 "284 DenseNet/Sequential[dense3]/Bottleneck[3]/cat_0" -> "296 DenseNet/Sequential[dense3]/Bottleneck[4]/cat_0";
-"285 DenseNet/Sequential[dense3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "286 DenseNet/Sequential[dense3]/Bottleneck[4]/relu_0";
+"285 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "286 DenseNet/Sequential[dense3]/Bottleneck[4]/relu_0";
 "286 DenseNet/Sequential[dense3]/Bottleneck[4]/relu_0" -> "287 DenseNet/Sequential[dense3]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "287 DenseNet/Sequential[dense3]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "289 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "288 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "289 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"289 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "290 DenseNet/Sequential[dense3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"290 DenseNet/Sequential[dense3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "291 DenseNet/Sequential[dense3]/Bottleneck[4]/relu_1";
+"289 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "290 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"290 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "291 DenseNet/Sequential[dense3]/Bottleneck[4]/relu_1";
 "291 DenseNet/Sequential[dense3]/Bottleneck[4]/relu_1" -> "292 DenseNet/Sequential[dense3]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1";
 "292 DenseNet/Sequential[dense3]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1" -> "294 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "293 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "294 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "294 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "295 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "295 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "296 DenseNet/Sequential[dense3]/Bottleneck[4]/cat_0";
-"296 DenseNet/Sequential[dense3]/Bottleneck[4]/cat_0" -> "297 DenseNet/Sequential[dense3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
+"296 DenseNet/Sequential[dense3]/Bottleneck[4]/cat_0" -> "297 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
 "296 DenseNet/Sequential[dense3]/Bottleneck[4]/cat_0" -> "308 DenseNet/Sequential[dense3]/Bottleneck[5]/cat_0";
-"297 DenseNet/Sequential[dense3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "298 DenseNet/Sequential[dense3]/Bottleneck[5]/relu_0";
+"297 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "298 DenseNet/Sequential[dense3]/Bottleneck[5]/relu_0";
 "298 DenseNet/Sequential[dense3]/Bottleneck[5]/relu_0" -> "299 DenseNet/Sequential[dense3]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "299 DenseNet/Sequential[dense3]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "301 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "300 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "301 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"301 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "302 DenseNet/Sequential[dense3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"302 DenseNet/Sequential[dense3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "303 DenseNet/Sequential[dense3]/Bottleneck[5]/relu_1";
+"301 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "302 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"302 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "303 DenseNet/Sequential[dense3]/Bottleneck[5]/relu_1";
 "303 DenseNet/Sequential[dense3]/Bottleneck[5]/relu_1" -> "304 DenseNet/Sequential[dense3]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1";
 "304 DenseNet/Sequential[dense3]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1" -> "306 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "305 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "306 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "306 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "307 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "307 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "308 DenseNet/Sequential[dense3]/Bottleneck[5]/cat_0";
-"308 DenseNet/Sequential[dense3]/Bottleneck[5]/cat_0" -> "309 DenseNet/Sequential[dense3]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0";
+"308 DenseNet/Sequential[dense3]/Bottleneck[5]/cat_0" -> "309 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0";
 "308 DenseNet/Sequential[dense3]/Bottleneck[5]/cat_0" -> "320 DenseNet/Sequential[dense3]/Bottleneck[6]/cat_0";
-"309 DenseNet/Sequential[dense3]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0" -> "310 DenseNet/Sequential[dense3]/Bottleneck[6]/relu_0";
+"309 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0" -> "310 DenseNet/Sequential[dense3]/Bottleneck[6]/relu_0";
 "310 DenseNet/Sequential[dense3]/Bottleneck[6]/relu_0" -> "311 DenseNet/Sequential[dense3]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_0";
 "311 DenseNet/Sequential[dense3]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_0" -> "313 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
 "312 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "313 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
-"313 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "314 DenseNet/Sequential[dense3]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0";
-"314 DenseNet/Sequential[dense3]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0" -> "315 DenseNet/Sequential[dense3]/Bottleneck[6]/relu_1";
+"313 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "314 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0";
+"314 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0" -> "315 DenseNet/Sequential[dense3]/Bottleneck[6]/relu_1";
 "315 DenseNet/Sequential[dense3]/Bottleneck[6]/relu_1" -> "316 DenseNet/Sequential[dense3]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_1";
 "316 DenseNet/Sequential[dense3]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_1" -> "318 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
 "317 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "318 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
 "318 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0" -> "319 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "319 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "320 DenseNet/Sequential[dense3]/Bottleneck[6]/cat_0";
-"320 DenseNet/Sequential[dense3]/Bottleneck[6]/cat_0" -> "321 DenseNet/Sequential[dense3]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0";
+"320 DenseNet/Sequential[dense3]/Bottleneck[6]/cat_0" -> "321 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0";
 "320 DenseNet/Sequential[dense3]/Bottleneck[6]/cat_0" -> "332 DenseNet/Sequential[dense3]/Bottleneck[7]/cat_0";
-"321 DenseNet/Sequential[dense3]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0" -> "322 DenseNet/Sequential[dense3]/Bottleneck[7]/relu_0";
+"321 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0" -> "322 DenseNet/Sequential[dense3]/Bottleneck[7]/relu_0";
 "322 DenseNet/Sequential[dense3]/Bottleneck[7]/relu_0" -> "323 DenseNet/Sequential[dense3]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_0";
 "323 DenseNet/Sequential[dense3]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_0" -> "325 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
 "324 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "325 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
-"325 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "326 DenseNet/Sequential[dense3]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0";
-"326 DenseNet/Sequential[dense3]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0" -> "327 DenseNet/Sequential[dense3]/Bottleneck[7]/relu_1";
+"325 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "326 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0";
+"326 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0" -> "327 DenseNet/Sequential[dense3]/Bottleneck[7]/relu_1";
 "327 DenseNet/Sequential[dense3]/Bottleneck[7]/relu_1" -> "328 DenseNet/Sequential[dense3]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_1";
 "328 DenseNet/Sequential[dense3]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_1" -> "330 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
 "329 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "330 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
 "330 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0" -> "331 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "331 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "332 DenseNet/Sequential[dense3]/Bottleneck[7]/cat_0";
-"332 DenseNet/Sequential[dense3]/Bottleneck[7]/cat_0" -> "333 DenseNet/Sequential[dense3]/Bottleneck[8]/BatchNorm2d[bn1]/batch_norm_0";
+"332 DenseNet/Sequential[dense3]/Bottleneck[7]/cat_0" -> "333 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFBatchNorm[bn1]/batch_norm_0";
 "332 DenseNet/Sequential[dense3]/Bottleneck[7]/cat_0" -> "344 DenseNet/Sequential[dense3]/Bottleneck[8]/cat_0";
-"333 DenseNet/Sequential[dense3]/Bottleneck[8]/BatchNorm2d[bn1]/batch_norm_0" -> "334 DenseNet/Sequential[dense3]/Bottleneck[8]/relu_0";
+"333 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFBatchNorm[bn1]/batch_norm_0" -> "334 DenseNet/Sequential[dense3]/Bottleneck[8]/relu_0";
 "334 DenseNet/Sequential[dense3]/Bottleneck[8]/relu_0" -> "335 DenseNet/Sequential[dense3]/Bottleneck[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "335 DenseNet/Sequential[dense3]/Bottleneck[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "337 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0";
 "336 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "337 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0";
-"337 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0" -> "338 DenseNet/Sequential[dense3]/Bottleneck[8]/BatchNorm2d[bn2]/batch_norm_0";
-"338 DenseNet/Sequential[dense3]/Bottleneck[8]/BatchNorm2d[bn2]/batch_norm_0" -> "339 DenseNet/Sequential[dense3]/Bottleneck[8]/relu_1";
+"337 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0" -> "338 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFBatchNorm[bn2]/batch_norm_0";
+"338 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFBatchNorm[bn2]/batch_norm_0" -> "339 DenseNet/Sequential[dense3]/Bottleneck[8]/relu_1";
 "339 DenseNet/Sequential[dense3]/Bottleneck[8]/relu_1" -> "340 DenseNet/Sequential[dense3]/Bottleneck[8]/AsymmetricQuantizer/asymmetric_quantize_1";
 "340 DenseNet/Sequential[dense3]/Bottleneck[8]/AsymmetricQuantizer/asymmetric_quantize_1" -> "342 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0";
 "341 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "342 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0";
 "342 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0" -> "343 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "343 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "344 DenseNet/Sequential[dense3]/Bottleneck[8]/cat_0";
-"344 DenseNet/Sequential[dense3]/Bottleneck[8]/cat_0" -> "345 DenseNet/Sequential[dense3]/Bottleneck[9]/BatchNorm2d[bn1]/batch_norm_0";
+"344 DenseNet/Sequential[dense3]/Bottleneck[8]/cat_0" -> "345 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFBatchNorm[bn1]/batch_norm_0";
 "344 DenseNet/Sequential[dense3]/Bottleneck[8]/cat_0" -> "356 DenseNet/Sequential[dense3]/Bottleneck[9]/cat_0";
-"345 DenseNet/Sequential[dense3]/Bottleneck[9]/BatchNorm2d[bn1]/batch_norm_0" -> "346 DenseNet/Sequential[dense3]/Bottleneck[9]/relu_0";
+"345 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFBatchNorm[bn1]/batch_norm_0" -> "346 DenseNet/Sequential[dense3]/Bottleneck[9]/relu_0";
 "346 DenseNet/Sequential[dense3]/Bottleneck[9]/relu_0" -> "347 DenseNet/Sequential[dense3]/Bottleneck[9]/AsymmetricQuantizer/asymmetric_quantize_0";
 "347 DenseNet/Sequential[dense3]/Bottleneck[9]/AsymmetricQuantizer/asymmetric_quantize_0" -> "349 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0";
 "348 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "349 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0";
-"349 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0" -> "350 DenseNet/Sequential[dense3]/Bottleneck[9]/BatchNorm2d[bn2]/batch_norm_0";
-"350 DenseNet/Sequential[dense3]/Bottleneck[9]/BatchNorm2d[bn2]/batch_norm_0" -> "351 DenseNet/Sequential[dense3]/Bottleneck[9]/relu_1";
+"349 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0" -> "350 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFBatchNorm[bn2]/batch_norm_0";
+"350 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFBatchNorm[bn2]/batch_norm_0" -> "351 DenseNet/Sequential[dense3]/Bottleneck[9]/relu_1";
 "351 DenseNet/Sequential[dense3]/Bottleneck[9]/relu_1" -> "352 DenseNet/Sequential[dense3]/Bottleneck[9]/AsymmetricQuantizer/asymmetric_quantize_1";
 "352 DenseNet/Sequential[dense3]/Bottleneck[9]/AsymmetricQuantizer/asymmetric_quantize_1" -> "354 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0";
 "353 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "354 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0";
 "354 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0" -> "355 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "355 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "356 DenseNet/Sequential[dense3]/Bottleneck[9]/cat_0";
-"356 DenseNet/Sequential[dense3]/Bottleneck[9]/cat_0" -> "357 DenseNet/Sequential[dense3]/Bottleneck[10]/BatchNorm2d[bn1]/batch_norm_0";
+"356 DenseNet/Sequential[dense3]/Bottleneck[9]/cat_0" -> "357 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFBatchNorm[bn1]/batch_norm_0";
 "356 DenseNet/Sequential[dense3]/Bottleneck[9]/cat_0" -> "368 DenseNet/Sequential[dense3]/Bottleneck[10]/cat_0";
-"357 DenseNet/Sequential[dense3]/Bottleneck[10]/BatchNorm2d[bn1]/batch_norm_0" -> "358 DenseNet/Sequential[dense3]/Bottleneck[10]/relu_0";
+"357 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFBatchNorm[bn1]/batch_norm_0" -> "358 DenseNet/Sequential[dense3]/Bottleneck[10]/relu_0";
 "358 DenseNet/Sequential[dense3]/Bottleneck[10]/relu_0" -> "359 DenseNet/Sequential[dense3]/Bottleneck[10]/AsymmetricQuantizer/asymmetric_quantize_0";
 "359 DenseNet/Sequential[dense3]/Bottleneck[10]/AsymmetricQuantizer/asymmetric_quantize_0" -> "361 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0";
 "360 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "361 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0";
-"361 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0" -> "362 DenseNet/Sequential[dense3]/Bottleneck[10]/BatchNorm2d[bn2]/batch_norm_0";
-"362 DenseNet/Sequential[dense3]/Bottleneck[10]/BatchNorm2d[bn2]/batch_norm_0" -> "363 DenseNet/Sequential[dense3]/Bottleneck[10]/relu_1";
+"361 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0" -> "362 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFBatchNorm[bn2]/batch_norm_0";
+"362 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFBatchNorm[bn2]/batch_norm_0" -> "363 DenseNet/Sequential[dense3]/Bottleneck[10]/relu_1";
 "363 DenseNet/Sequential[dense3]/Bottleneck[10]/relu_1" -> "364 DenseNet/Sequential[dense3]/Bottleneck[10]/AsymmetricQuantizer/asymmetric_quantize_1";
 "364 DenseNet/Sequential[dense3]/Bottleneck[10]/AsymmetricQuantizer/asymmetric_quantize_1" -> "366 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0";
 "365 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "366 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0";
 "366 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0" -> "367 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "367 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "368 DenseNet/Sequential[dense3]/Bottleneck[10]/cat_0";
-"368 DenseNet/Sequential[dense3]/Bottleneck[10]/cat_0" -> "369 DenseNet/Sequential[dense3]/Bottleneck[11]/BatchNorm2d[bn1]/batch_norm_0";
+"368 DenseNet/Sequential[dense3]/Bottleneck[10]/cat_0" -> "369 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFBatchNorm[bn1]/batch_norm_0";
 "368 DenseNet/Sequential[dense3]/Bottleneck[10]/cat_0" -> "380 DenseNet/Sequential[dense3]/Bottleneck[11]/cat_0";
-"369 DenseNet/Sequential[dense3]/Bottleneck[11]/BatchNorm2d[bn1]/batch_norm_0" -> "370 DenseNet/Sequential[dense3]/Bottleneck[11]/relu_0";
+"369 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFBatchNorm[bn1]/batch_norm_0" -> "370 DenseNet/Sequential[dense3]/Bottleneck[11]/relu_0";
 "370 DenseNet/Sequential[dense3]/Bottleneck[11]/relu_0" -> "371 DenseNet/Sequential[dense3]/Bottleneck[11]/AsymmetricQuantizer/asymmetric_quantize_0";
 "371 DenseNet/Sequential[dense3]/Bottleneck[11]/AsymmetricQuantizer/asymmetric_quantize_0" -> "373 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0";
 "372 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "373 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0";
-"373 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0" -> "374 DenseNet/Sequential[dense3]/Bottleneck[11]/BatchNorm2d[bn2]/batch_norm_0";
-"374 DenseNet/Sequential[dense3]/Bottleneck[11]/BatchNorm2d[bn2]/batch_norm_0" -> "375 DenseNet/Sequential[dense3]/Bottleneck[11]/relu_1";
+"373 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0" -> "374 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFBatchNorm[bn2]/batch_norm_0";
+"374 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFBatchNorm[bn2]/batch_norm_0" -> "375 DenseNet/Sequential[dense3]/Bottleneck[11]/relu_1";
 "375 DenseNet/Sequential[dense3]/Bottleneck[11]/relu_1" -> "376 DenseNet/Sequential[dense3]/Bottleneck[11]/AsymmetricQuantizer/asymmetric_quantize_1";
 "376 DenseNet/Sequential[dense3]/Bottleneck[11]/AsymmetricQuantizer/asymmetric_quantize_1" -> "378 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0";
 "377 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "378 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0";
 "378 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0" -> "379 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "379 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "380 DenseNet/Sequential[dense3]/Bottleneck[11]/cat_0";
-"380 DenseNet/Sequential[dense3]/Bottleneck[11]/cat_0" -> "381 DenseNet/Sequential[dense3]/Bottleneck[12]/BatchNorm2d[bn1]/batch_norm_0";
+"380 DenseNet/Sequential[dense3]/Bottleneck[11]/cat_0" -> "381 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFBatchNorm[bn1]/batch_norm_0";
 "380 DenseNet/Sequential[dense3]/Bottleneck[11]/cat_0" -> "392 DenseNet/Sequential[dense3]/Bottleneck[12]/cat_0";
-"381 DenseNet/Sequential[dense3]/Bottleneck[12]/BatchNorm2d[bn1]/batch_norm_0" -> "382 DenseNet/Sequential[dense3]/Bottleneck[12]/relu_0";
+"381 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFBatchNorm[bn1]/batch_norm_0" -> "382 DenseNet/Sequential[dense3]/Bottleneck[12]/relu_0";
 "382 DenseNet/Sequential[dense3]/Bottleneck[12]/relu_0" -> "383 DenseNet/Sequential[dense3]/Bottleneck[12]/AsymmetricQuantizer/asymmetric_quantize_0";
 "383 DenseNet/Sequential[dense3]/Bottleneck[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "385 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0";
 "384 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "385 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0";
-"385 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0" -> "386 DenseNet/Sequential[dense3]/Bottleneck[12]/BatchNorm2d[bn2]/batch_norm_0";
-"386 DenseNet/Sequential[dense3]/Bottleneck[12]/BatchNorm2d[bn2]/batch_norm_0" -> "387 DenseNet/Sequential[dense3]/Bottleneck[12]/relu_1";
+"385 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0" -> "386 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFBatchNorm[bn2]/batch_norm_0";
+"386 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFBatchNorm[bn2]/batch_norm_0" -> "387 DenseNet/Sequential[dense3]/Bottleneck[12]/relu_1";
 "387 DenseNet/Sequential[dense3]/Bottleneck[12]/relu_1" -> "388 DenseNet/Sequential[dense3]/Bottleneck[12]/AsymmetricQuantizer/asymmetric_quantize_1";
 "388 DenseNet/Sequential[dense3]/Bottleneck[12]/AsymmetricQuantizer/asymmetric_quantize_1" -> "390 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv2]/conv2d_0";
 "389 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "390 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv2]/conv2d_0";
 "390 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv2]/conv2d_0" -> "391 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "391 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "392 DenseNet/Sequential[dense3]/Bottleneck[12]/cat_0";
-"392 DenseNet/Sequential[dense3]/Bottleneck[12]/cat_0" -> "393 DenseNet/Sequential[dense3]/Bottleneck[13]/BatchNorm2d[bn1]/batch_norm_0";
+"392 DenseNet/Sequential[dense3]/Bottleneck[12]/cat_0" -> "393 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFBatchNorm[bn1]/batch_norm_0";
 "392 DenseNet/Sequential[dense3]/Bottleneck[12]/cat_0" -> "404 DenseNet/Sequential[dense3]/Bottleneck[13]/cat_0";
-"393 DenseNet/Sequential[dense3]/Bottleneck[13]/BatchNorm2d[bn1]/batch_norm_0" -> "394 DenseNet/Sequential[dense3]/Bottleneck[13]/relu_0";
+"393 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFBatchNorm[bn1]/batch_norm_0" -> "394 DenseNet/Sequential[dense3]/Bottleneck[13]/relu_0";
 "394 DenseNet/Sequential[dense3]/Bottleneck[13]/relu_0" -> "395 DenseNet/Sequential[dense3]/Bottleneck[13]/AsymmetricQuantizer/asymmetric_quantize_0";
 "395 DenseNet/Sequential[dense3]/Bottleneck[13]/AsymmetricQuantizer/asymmetric_quantize_0" -> "397 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0";
 "396 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "397 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0";
-"397 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0" -> "398 DenseNet/Sequential[dense3]/Bottleneck[13]/BatchNorm2d[bn2]/batch_norm_0";
-"398 DenseNet/Sequential[dense3]/Bottleneck[13]/BatchNorm2d[bn2]/batch_norm_0" -> "399 DenseNet/Sequential[dense3]/Bottleneck[13]/relu_1";
+"397 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0" -> "398 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFBatchNorm[bn2]/batch_norm_0";
+"398 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFBatchNorm[bn2]/batch_norm_0" -> "399 DenseNet/Sequential[dense3]/Bottleneck[13]/relu_1";
 "399 DenseNet/Sequential[dense3]/Bottleneck[13]/relu_1" -> "400 DenseNet/Sequential[dense3]/Bottleneck[13]/AsymmetricQuantizer/asymmetric_quantize_1";
 "400 DenseNet/Sequential[dense3]/Bottleneck[13]/AsymmetricQuantizer/asymmetric_quantize_1" -> "402 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv2]/conv2d_0";
 "401 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "402 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv2]/conv2d_0";
 "402 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv2]/conv2d_0" -> "403 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "403 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "404 DenseNet/Sequential[dense3]/Bottleneck[13]/cat_0";
-"404 DenseNet/Sequential[dense3]/Bottleneck[13]/cat_0" -> "405 DenseNet/Sequential[dense3]/Bottleneck[14]/BatchNorm2d[bn1]/batch_norm_0";
+"404 DenseNet/Sequential[dense3]/Bottleneck[13]/cat_0" -> "405 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFBatchNorm[bn1]/batch_norm_0";
 "404 DenseNet/Sequential[dense3]/Bottleneck[13]/cat_0" -> "416 DenseNet/Sequential[dense3]/Bottleneck[14]/cat_0";
-"405 DenseNet/Sequential[dense3]/Bottleneck[14]/BatchNorm2d[bn1]/batch_norm_0" -> "406 DenseNet/Sequential[dense3]/Bottleneck[14]/relu_0";
+"405 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFBatchNorm[bn1]/batch_norm_0" -> "406 DenseNet/Sequential[dense3]/Bottleneck[14]/relu_0";
 "406 DenseNet/Sequential[dense3]/Bottleneck[14]/relu_0" -> "407 DenseNet/Sequential[dense3]/Bottleneck[14]/AsymmetricQuantizer/asymmetric_quantize_0";
 "407 DenseNet/Sequential[dense3]/Bottleneck[14]/AsymmetricQuantizer/asymmetric_quantize_0" -> "409 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0";
 "408 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "409 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0";
-"409 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0" -> "410 DenseNet/Sequential[dense3]/Bottleneck[14]/BatchNorm2d[bn2]/batch_norm_0";
-"410 DenseNet/Sequential[dense3]/Bottleneck[14]/BatchNorm2d[bn2]/batch_norm_0" -> "411 DenseNet/Sequential[dense3]/Bottleneck[14]/relu_1";
+"409 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0" -> "410 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFBatchNorm[bn2]/batch_norm_0";
+"410 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFBatchNorm[bn2]/batch_norm_0" -> "411 DenseNet/Sequential[dense3]/Bottleneck[14]/relu_1";
 "411 DenseNet/Sequential[dense3]/Bottleneck[14]/relu_1" -> "412 DenseNet/Sequential[dense3]/Bottleneck[14]/AsymmetricQuantizer/asymmetric_quantize_1";
 "412 DenseNet/Sequential[dense3]/Bottleneck[14]/AsymmetricQuantizer/asymmetric_quantize_1" -> "414 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv2]/conv2d_0";
 "413 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "414 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv2]/conv2d_0";
 "414 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv2]/conv2d_0" -> "415 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "415 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "416 DenseNet/Sequential[dense3]/Bottleneck[14]/cat_0";
-"416 DenseNet/Sequential[dense3]/Bottleneck[14]/cat_0" -> "417 DenseNet/Sequential[dense3]/Bottleneck[15]/BatchNorm2d[bn1]/batch_norm_0";
+"416 DenseNet/Sequential[dense3]/Bottleneck[14]/cat_0" -> "417 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFBatchNorm[bn1]/batch_norm_0";
 "416 DenseNet/Sequential[dense3]/Bottleneck[14]/cat_0" -> "428 DenseNet/Sequential[dense3]/Bottleneck[15]/cat_0";
-"417 DenseNet/Sequential[dense3]/Bottleneck[15]/BatchNorm2d[bn1]/batch_norm_0" -> "418 DenseNet/Sequential[dense3]/Bottleneck[15]/relu_0";
+"417 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFBatchNorm[bn1]/batch_norm_0" -> "418 DenseNet/Sequential[dense3]/Bottleneck[15]/relu_0";
 "418 DenseNet/Sequential[dense3]/Bottleneck[15]/relu_0" -> "419 DenseNet/Sequential[dense3]/Bottleneck[15]/AsymmetricQuantizer/asymmetric_quantize_0";
 "419 DenseNet/Sequential[dense3]/Bottleneck[15]/AsymmetricQuantizer/asymmetric_quantize_0" -> "421 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0";
 "420 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "421 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0";
-"421 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0" -> "422 DenseNet/Sequential[dense3]/Bottleneck[15]/BatchNorm2d[bn2]/batch_norm_0";
-"422 DenseNet/Sequential[dense3]/Bottleneck[15]/BatchNorm2d[bn2]/batch_norm_0" -> "423 DenseNet/Sequential[dense3]/Bottleneck[15]/relu_1";
+"421 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0" -> "422 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFBatchNorm[bn2]/batch_norm_0";
+"422 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFBatchNorm[bn2]/batch_norm_0" -> "423 DenseNet/Sequential[dense3]/Bottleneck[15]/relu_1";
 "423 DenseNet/Sequential[dense3]/Bottleneck[15]/relu_1" -> "424 DenseNet/Sequential[dense3]/Bottleneck[15]/AsymmetricQuantizer/asymmetric_quantize_1";
 "424 DenseNet/Sequential[dense3]/Bottleneck[15]/AsymmetricQuantizer/asymmetric_quantize_1" -> "426 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv2]/conv2d_0";
 "425 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "426 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv2]/conv2d_0";
 "426 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv2]/conv2d_0" -> "427 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "427 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "428 DenseNet/Sequential[dense3]/Bottleneck[15]/cat_0";
-"428 DenseNet/Sequential[dense3]/Bottleneck[15]/cat_0" -> "429 DenseNet/Sequential[dense3]/Bottleneck[16]/BatchNorm2d[bn1]/batch_norm_0";
+"428 DenseNet/Sequential[dense3]/Bottleneck[15]/cat_0" -> "429 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFBatchNorm[bn1]/batch_norm_0";
 "428 DenseNet/Sequential[dense3]/Bottleneck[15]/cat_0" -> "440 DenseNet/Sequential[dense3]/Bottleneck[16]/cat_0";
-"429 DenseNet/Sequential[dense3]/Bottleneck[16]/BatchNorm2d[bn1]/batch_norm_0" -> "430 DenseNet/Sequential[dense3]/Bottleneck[16]/relu_0";
+"429 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFBatchNorm[bn1]/batch_norm_0" -> "430 DenseNet/Sequential[dense3]/Bottleneck[16]/relu_0";
 "430 DenseNet/Sequential[dense3]/Bottleneck[16]/relu_0" -> "431 DenseNet/Sequential[dense3]/Bottleneck[16]/AsymmetricQuantizer/asymmetric_quantize_0";
 "431 DenseNet/Sequential[dense3]/Bottleneck[16]/AsymmetricQuantizer/asymmetric_quantize_0" -> "433 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv1]/conv2d_0";
 "432 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "433 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv1]/conv2d_0";
-"433 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv1]/conv2d_0" -> "434 DenseNet/Sequential[dense3]/Bottleneck[16]/BatchNorm2d[bn2]/batch_norm_0";
-"434 DenseNet/Sequential[dense3]/Bottleneck[16]/BatchNorm2d[bn2]/batch_norm_0" -> "435 DenseNet/Sequential[dense3]/Bottleneck[16]/relu_1";
+"433 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv1]/conv2d_0" -> "434 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFBatchNorm[bn2]/batch_norm_0";
+"434 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFBatchNorm[bn2]/batch_norm_0" -> "435 DenseNet/Sequential[dense3]/Bottleneck[16]/relu_1";
 "435 DenseNet/Sequential[dense3]/Bottleneck[16]/relu_1" -> "436 DenseNet/Sequential[dense3]/Bottleneck[16]/AsymmetricQuantizer/asymmetric_quantize_1";
 "436 DenseNet/Sequential[dense3]/Bottleneck[16]/AsymmetricQuantizer/asymmetric_quantize_1" -> "438 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv2]/conv2d_0";
 "437 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "438 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv2]/conv2d_0";
 "438 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv2]/conv2d_0" -> "439 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "439 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "440 DenseNet/Sequential[dense3]/Bottleneck[16]/cat_0";
-"440 DenseNet/Sequential[dense3]/Bottleneck[16]/cat_0" -> "441 DenseNet/Sequential[dense3]/Bottleneck[17]/BatchNorm2d[bn1]/batch_norm_0";
+"440 DenseNet/Sequential[dense3]/Bottleneck[16]/cat_0" -> "441 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFBatchNorm[bn1]/batch_norm_0";
 "440 DenseNet/Sequential[dense3]/Bottleneck[16]/cat_0" -> "452 DenseNet/Sequential[dense3]/Bottleneck[17]/cat_0";
-"441 DenseNet/Sequential[dense3]/Bottleneck[17]/BatchNorm2d[bn1]/batch_norm_0" -> "442 DenseNet/Sequential[dense3]/Bottleneck[17]/relu_0";
+"441 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFBatchNorm[bn1]/batch_norm_0" -> "442 DenseNet/Sequential[dense3]/Bottleneck[17]/relu_0";
 "442 DenseNet/Sequential[dense3]/Bottleneck[17]/relu_0" -> "443 DenseNet/Sequential[dense3]/Bottleneck[17]/AsymmetricQuantizer/asymmetric_quantize_0";
 "443 DenseNet/Sequential[dense3]/Bottleneck[17]/AsymmetricQuantizer/asymmetric_quantize_0" -> "445 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv1]/conv2d_0";
 "444 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "445 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv1]/conv2d_0";
-"445 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv1]/conv2d_0" -> "446 DenseNet/Sequential[dense3]/Bottleneck[17]/BatchNorm2d[bn2]/batch_norm_0";
-"446 DenseNet/Sequential[dense3]/Bottleneck[17]/BatchNorm2d[bn2]/batch_norm_0" -> "447 DenseNet/Sequential[dense3]/Bottleneck[17]/relu_1";
+"445 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv1]/conv2d_0" -> "446 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFBatchNorm[bn2]/batch_norm_0";
+"446 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFBatchNorm[bn2]/batch_norm_0" -> "447 DenseNet/Sequential[dense3]/Bottleneck[17]/relu_1";
 "447 DenseNet/Sequential[dense3]/Bottleneck[17]/relu_1" -> "448 DenseNet/Sequential[dense3]/Bottleneck[17]/AsymmetricQuantizer/asymmetric_quantize_1";
 "448 DenseNet/Sequential[dense3]/Bottleneck[17]/AsymmetricQuantizer/asymmetric_quantize_1" -> "450 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv2]/conv2d_0";
 "449 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "450 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv2]/conv2d_0";
 "450 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv2]/conv2d_0" -> "451 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "451 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "452 DenseNet/Sequential[dense3]/Bottleneck[17]/cat_0";
-"452 DenseNet/Sequential[dense3]/Bottleneck[17]/cat_0" -> "453 DenseNet/Sequential[dense3]/Bottleneck[18]/BatchNorm2d[bn1]/batch_norm_0";
+"452 DenseNet/Sequential[dense3]/Bottleneck[17]/cat_0" -> "453 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFBatchNorm[bn1]/batch_norm_0";
 "452 DenseNet/Sequential[dense3]/Bottleneck[17]/cat_0" -> "464 DenseNet/Sequential[dense3]/Bottleneck[18]/cat_0";
-"453 DenseNet/Sequential[dense3]/Bottleneck[18]/BatchNorm2d[bn1]/batch_norm_0" -> "454 DenseNet/Sequential[dense3]/Bottleneck[18]/relu_0";
+"453 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFBatchNorm[bn1]/batch_norm_0" -> "454 DenseNet/Sequential[dense3]/Bottleneck[18]/relu_0";
 "454 DenseNet/Sequential[dense3]/Bottleneck[18]/relu_0" -> "455 DenseNet/Sequential[dense3]/Bottleneck[18]/AsymmetricQuantizer/asymmetric_quantize_0";
 "455 DenseNet/Sequential[dense3]/Bottleneck[18]/AsymmetricQuantizer/asymmetric_quantize_0" -> "457 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv1]/conv2d_0";
 "456 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "457 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv1]/conv2d_0";
-"457 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv1]/conv2d_0" -> "458 DenseNet/Sequential[dense3]/Bottleneck[18]/BatchNorm2d[bn2]/batch_norm_0";
-"458 DenseNet/Sequential[dense3]/Bottleneck[18]/BatchNorm2d[bn2]/batch_norm_0" -> "459 DenseNet/Sequential[dense3]/Bottleneck[18]/relu_1";
+"457 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv1]/conv2d_0" -> "458 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFBatchNorm[bn2]/batch_norm_0";
+"458 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFBatchNorm[bn2]/batch_norm_0" -> "459 DenseNet/Sequential[dense3]/Bottleneck[18]/relu_1";
 "459 DenseNet/Sequential[dense3]/Bottleneck[18]/relu_1" -> "460 DenseNet/Sequential[dense3]/Bottleneck[18]/AsymmetricQuantizer/asymmetric_quantize_1";
 "460 DenseNet/Sequential[dense3]/Bottleneck[18]/AsymmetricQuantizer/asymmetric_quantize_1" -> "462 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv2]/conv2d_0";
 "461 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "462 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv2]/conv2d_0";
 "462 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv2]/conv2d_0" -> "463 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "463 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "464 DenseNet/Sequential[dense3]/Bottleneck[18]/cat_0";
-"464 DenseNet/Sequential[dense3]/Bottleneck[18]/cat_0" -> "465 DenseNet/Sequential[dense3]/Bottleneck[19]/BatchNorm2d[bn1]/batch_norm_0";
+"464 DenseNet/Sequential[dense3]/Bottleneck[18]/cat_0" -> "465 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFBatchNorm[bn1]/batch_norm_0";
 "464 DenseNet/Sequential[dense3]/Bottleneck[18]/cat_0" -> "476 DenseNet/Sequential[dense3]/Bottleneck[19]/cat_0";
-"465 DenseNet/Sequential[dense3]/Bottleneck[19]/BatchNorm2d[bn1]/batch_norm_0" -> "466 DenseNet/Sequential[dense3]/Bottleneck[19]/relu_0";
+"465 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFBatchNorm[bn1]/batch_norm_0" -> "466 DenseNet/Sequential[dense3]/Bottleneck[19]/relu_0";
 "466 DenseNet/Sequential[dense3]/Bottleneck[19]/relu_0" -> "467 DenseNet/Sequential[dense3]/Bottleneck[19]/AsymmetricQuantizer/asymmetric_quantize_0";
 "467 DenseNet/Sequential[dense3]/Bottleneck[19]/AsymmetricQuantizer/asymmetric_quantize_0" -> "469 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv1]/conv2d_0";
 "468 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "469 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv1]/conv2d_0";
-"469 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv1]/conv2d_0" -> "470 DenseNet/Sequential[dense3]/Bottleneck[19]/BatchNorm2d[bn2]/batch_norm_0";
-"470 DenseNet/Sequential[dense3]/Bottleneck[19]/BatchNorm2d[bn2]/batch_norm_0" -> "471 DenseNet/Sequential[dense3]/Bottleneck[19]/relu_1";
+"469 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv1]/conv2d_0" -> "470 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFBatchNorm[bn2]/batch_norm_0";
+"470 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFBatchNorm[bn2]/batch_norm_0" -> "471 DenseNet/Sequential[dense3]/Bottleneck[19]/relu_1";
 "471 DenseNet/Sequential[dense3]/Bottleneck[19]/relu_1" -> "472 DenseNet/Sequential[dense3]/Bottleneck[19]/AsymmetricQuantizer/asymmetric_quantize_1";
 "472 DenseNet/Sequential[dense3]/Bottleneck[19]/AsymmetricQuantizer/asymmetric_quantize_1" -> "474 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv2]/conv2d_0";
 "473 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "474 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv2]/conv2d_0";
 "474 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv2]/conv2d_0" -> "475 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "475 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "476 DenseNet/Sequential[dense3]/Bottleneck[19]/cat_0";
-"476 DenseNet/Sequential[dense3]/Bottleneck[19]/cat_0" -> "477 DenseNet/Sequential[dense3]/Bottleneck[20]/BatchNorm2d[bn1]/batch_norm_0";
+"476 DenseNet/Sequential[dense3]/Bottleneck[19]/cat_0" -> "477 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFBatchNorm[bn1]/batch_norm_0";
 "476 DenseNet/Sequential[dense3]/Bottleneck[19]/cat_0" -> "488 DenseNet/Sequential[dense3]/Bottleneck[20]/cat_0";
-"477 DenseNet/Sequential[dense3]/Bottleneck[20]/BatchNorm2d[bn1]/batch_norm_0" -> "478 DenseNet/Sequential[dense3]/Bottleneck[20]/relu_0";
+"477 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFBatchNorm[bn1]/batch_norm_0" -> "478 DenseNet/Sequential[dense3]/Bottleneck[20]/relu_0";
 "478 DenseNet/Sequential[dense3]/Bottleneck[20]/relu_0" -> "479 DenseNet/Sequential[dense3]/Bottleneck[20]/AsymmetricQuantizer/asymmetric_quantize_0";
 "479 DenseNet/Sequential[dense3]/Bottleneck[20]/AsymmetricQuantizer/asymmetric_quantize_0" -> "481 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv1]/conv2d_0";
 "480 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "481 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv1]/conv2d_0";
-"481 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv1]/conv2d_0" -> "482 DenseNet/Sequential[dense3]/Bottleneck[20]/BatchNorm2d[bn2]/batch_norm_0";
-"482 DenseNet/Sequential[dense3]/Bottleneck[20]/BatchNorm2d[bn2]/batch_norm_0" -> "483 DenseNet/Sequential[dense3]/Bottleneck[20]/relu_1";
+"481 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv1]/conv2d_0" -> "482 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFBatchNorm[bn2]/batch_norm_0";
+"482 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFBatchNorm[bn2]/batch_norm_0" -> "483 DenseNet/Sequential[dense3]/Bottleneck[20]/relu_1";
 "483 DenseNet/Sequential[dense3]/Bottleneck[20]/relu_1" -> "484 DenseNet/Sequential[dense3]/Bottleneck[20]/AsymmetricQuantizer/asymmetric_quantize_1";
 "484 DenseNet/Sequential[dense3]/Bottleneck[20]/AsymmetricQuantizer/asymmetric_quantize_1" -> "486 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv2]/conv2d_0";
 "485 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "486 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv2]/conv2d_0";
 "486 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv2]/conv2d_0" -> "487 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "487 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "488 DenseNet/Sequential[dense3]/Bottleneck[20]/cat_0";
-"488 DenseNet/Sequential[dense3]/Bottleneck[20]/cat_0" -> "489 DenseNet/Sequential[dense3]/Bottleneck[21]/BatchNorm2d[bn1]/batch_norm_0";
+"488 DenseNet/Sequential[dense3]/Bottleneck[20]/cat_0" -> "489 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFBatchNorm[bn1]/batch_norm_0";
 "488 DenseNet/Sequential[dense3]/Bottleneck[20]/cat_0" -> "500 DenseNet/Sequential[dense3]/Bottleneck[21]/cat_0";
-"489 DenseNet/Sequential[dense3]/Bottleneck[21]/BatchNorm2d[bn1]/batch_norm_0" -> "490 DenseNet/Sequential[dense3]/Bottleneck[21]/relu_0";
+"489 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFBatchNorm[bn1]/batch_norm_0" -> "490 DenseNet/Sequential[dense3]/Bottleneck[21]/relu_0";
 "490 DenseNet/Sequential[dense3]/Bottleneck[21]/relu_0" -> "491 DenseNet/Sequential[dense3]/Bottleneck[21]/AsymmetricQuantizer/asymmetric_quantize_0";
 "491 DenseNet/Sequential[dense3]/Bottleneck[21]/AsymmetricQuantizer/asymmetric_quantize_0" -> "493 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv1]/conv2d_0";
 "492 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "493 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv1]/conv2d_0";
-"493 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv1]/conv2d_0" -> "494 DenseNet/Sequential[dense3]/Bottleneck[21]/BatchNorm2d[bn2]/batch_norm_0";
-"494 DenseNet/Sequential[dense3]/Bottleneck[21]/BatchNorm2d[bn2]/batch_norm_0" -> "495 DenseNet/Sequential[dense3]/Bottleneck[21]/relu_1";
+"493 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv1]/conv2d_0" -> "494 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFBatchNorm[bn2]/batch_norm_0";
+"494 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFBatchNorm[bn2]/batch_norm_0" -> "495 DenseNet/Sequential[dense3]/Bottleneck[21]/relu_1";
 "495 DenseNet/Sequential[dense3]/Bottleneck[21]/relu_1" -> "496 DenseNet/Sequential[dense3]/Bottleneck[21]/AsymmetricQuantizer/asymmetric_quantize_1";
 "496 DenseNet/Sequential[dense3]/Bottleneck[21]/AsymmetricQuantizer/asymmetric_quantize_1" -> "498 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv2]/conv2d_0";
 "497 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "498 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv2]/conv2d_0";
 "498 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv2]/conv2d_0" -> "499 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "499 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "500 DenseNet/Sequential[dense3]/Bottleneck[21]/cat_0";
-"500 DenseNet/Sequential[dense3]/Bottleneck[21]/cat_0" -> "501 DenseNet/Sequential[dense3]/Bottleneck[22]/BatchNorm2d[bn1]/batch_norm_0";
+"500 DenseNet/Sequential[dense3]/Bottleneck[21]/cat_0" -> "501 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFBatchNorm[bn1]/batch_norm_0";
 "500 DenseNet/Sequential[dense3]/Bottleneck[21]/cat_0" -> "512 DenseNet/Sequential[dense3]/Bottleneck[22]/cat_0";
-"501 DenseNet/Sequential[dense3]/Bottleneck[22]/BatchNorm2d[bn1]/batch_norm_0" -> "502 DenseNet/Sequential[dense3]/Bottleneck[22]/relu_0";
+"501 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFBatchNorm[bn1]/batch_norm_0" -> "502 DenseNet/Sequential[dense3]/Bottleneck[22]/relu_0";
 "502 DenseNet/Sequential[dense3]/Bottleneck[22]/relu_0" -> "503 DenseNet/Sequential[dense3]/Bottleneck[22]/AsymmetricQuantizer/asymmetric_quantize_0";
 "503 DenseNet/Sequential[dense3]/Bottleneck[22]/AsymmetricQuantizer/asymmetric_quantize_0" -> "505 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv1]/conv2d_0";
 "504 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "505 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv1]/conv2d_0";
-"505 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv1]/conv2d_0" -> "506 DenseNet/Sequential[dense3]/Bottleneck[22]/BatchNorm2d[bn2]/batch_norm_0";
-"506 DenseNet/Sequential[dense3]/Bottleneck[22]/BatchNorm2d[bn2]/batch_norm_0" -> "507 DenseNet/Sequential[dense3]/Bottleneck[22]/relu_1";
+"505 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv1]/conv2d_0" -> "506 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFBatchNorm[bn2]/batch_norm_0";
+"506 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFBatchNorm[bn2]/batch_norm_0" -> "507 DenseNet/Sequential[dense3]/Bottleneck[22]/relu_1";
 "507 DenseNet/Sequential[dense3]/Bottleneck[22]/relu_1" -> "508 DenseNet/Sequential[dense3]/Bottleneck[22]/AsymmetricQuantizer/asymmetric_quantize_1";
 "508 DenseNet/Sequential[dense3]/Bottleneck[22]/AsymmetricQuantizer/asymmetric_quantize_1" -> "510 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv2]/conv2d_0";
 "509 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "510 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv2]/conv2d_0";
 "510 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv2]/conv2d_0" -> "511 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "511 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "512 DenseNet/Sequential[dense3]/Bottleneck[22]/cat_0";
-"512 DenseNet/Sequential[dense3]/Bottleneck[22]/cat_0" -> "513 DenseNet/Sequential[dense3]/Bottleneck[23]/BatchNorm2d[bn1]/batch_norm_0";
+"512 DenseNet/Sequential[dense3]/Bottleneck[22]/cat_0" -> "513 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFBatchNorm[bn1]/batch_norm_0";
 "512 DenseNet/Sequential[dense3]/Bottleneck[22]/cat_0" -> "524 DenseNet/Sequential[dense3]/Bottleneck[23]/cat_0";
-"513 DenseNet/Sequential[dense3]/Bottleneck[23]/BatchNorm2d[bn1]/batch_norm_0" -> "514 DenseNet/Sequential[dense3]/Bottleneck[23]/relu_0";
+"513 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFBatchNorm[bn1]/batch_norm_0" -> "514 DenseNet/Sequential[dense3]/Bottleneck[23]/relu_0";
 "514 DenseNet/Sequential[dense3]/Bottleneck[23]/relu_0" -> "515 DenseNet/Sequential[dense3]/Bottleneck[23]/AsymmetricQuantizer/asymmetric_quantize_0";
 "515 DenseNet/Sequential[dense3]/Bottleneck[23]/AsymmetricQuantizer/asymmetric_quantize_0" -> "517 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv1]/conv2d_0";
 "516 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "517 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv1]/conv2d_0";
-"517 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv1]/conv2d_0" -> "518 DenseNet/Sequential[dense3]/Bottleneck[23]/BatchNorm2d[bn2]/batch_norm_0";
-"518 DenseNet/Sequential[dense3]/Bottleneck[23]/BatchNorm2d[bn2]/batch_norm_0" -> "519 DenseNet/Sequential[dense3]/Bottleneck[23]/relu_1";
+"517 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv1]/conv2d_0" -> "518 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFBatchNorm[bn2]/batch_norm_0";
+"518 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFBatchNorm[bn2]/batch_norm_0" -> "519 DenseNet/Sequential[dense3]/Bottleneck[23]/relu_1";
 "519 DenseNet/Sequential[dense3]/Bottleneck[23]/relu_1" -> "520 DenseNet/Sequential[dense3]/Bottleneck[23]/AsymmetricQuantizer/asymmetric_quantize_1";
 "520 DenseNet/Sequential[dense3]/Bottleneck[23]/AsymmetricQuantizer/asymmetric_quantize_1" -> "522 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv2]/conv2d_0";
 "521 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "522 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv2]/conv2d_0";
 "522 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv2]/conv2d_0" -> "523 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "523 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "524 DenseNet/Sequential[dense3]/Bottleneck[23]/cat_0";
-"524 DenseNet/Sequential[dense3]/Bottleneck[23]/cat_0" -> "525 DenseNet/Transition[trans3]/BatchNorm2d[bn]/batch_norm_0";
-"525 DenseNet/Transition[trans3]/BatchNorm2d[bn]/batch_norm_0" -> "526 DenseNet/Transition[trans3]/relu_0";
+"524 DenseNet/Sequential[dense3]/Bottleneck[23]/cat_0" -> "525 DenseNet/Transition[trans3]/NNCFBatchNorm[bn]/batch_norm_0";
+"525 DenseNet/Transition[trans3]/NNCFBatchNorm[bn]/batch_norm_0" -> "526 DenseNet/Transition[trans3]/relu_0";
 "526 DenseNet/Transition[trans3]/relu_0" -> "527 DenseNet/Transition[trans3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "527 DenseNet/Transition[trans3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "529 DenseNet/Transition[trans3]/NNCFConv2d[conv]/conv2d_0";
 "528 DenseNet/Transition[trans3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "529 DenseNet/Transition[trans3]/NNCFConv2d[conv]/conv2d_0";
 "529 DenseNet/Transition[trans3]/NNCFConv2d[conv]/conv2d_0" -> "530 DenseNet/Transition[trans3]/NNCFConv2d[conv]/AsymmetricQuantizer/asymmetric_quantize_0";
 "530 DenseNet/Transition[trans3]/NNCFConv2d[conv]/AsymmetricQuantizer/asymmetric_quantize_0" -> "531 DenseNet/Transition[trans3]/avg_pool2d_0";
 "531 DenseNet/Transition[trans3]/avg_pool2d_0" -> "532 DenseNet/Transition[trans3]/AsymmetricQuantizer/asymmetric_quantize_1";
-"532 DenseNet/Transition[trans3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "533 DenseNet/Sequential[dense4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
+"532 DenseNet/Transition[trans3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "533 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
 "532 DenseNet/Transition[trans3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "544 DenseNet/Sequential[dense4]/Bottleneck[0]/cat_0";
-"533 DenseNet/Sequential[dense4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "534 DenseNet/Sequential[dense4]/Bottleneck[0]/relu_0";
+"533 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "534 DenseNet/Sequential[dense4]/Bottleneck[0]/relu_0";
 "534 DenseNet/Sequential[dense4]/Bottleneck[0]/relu_0" -> "535 DenseNet/Sequential[dense4]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "535 DenseNet/Sequential[dense4]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "537 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "536 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "537 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"537 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "538 DenseNet/Sequential[dense4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"538 DenseNet/Sequential[dense4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "539 DenseNet/Sequential[dense4]/Bottleneck[0]/relu_1";
+"537 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "538 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"538 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "539 DenseNet/Sequential[dense4]/Bottleneck[0]/relu_1";
 "539 DenseNet/Sequential[dense4]/Bottleneck[0]/relu_1" -> "540 DenseNet/Sequential[dense4]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "540 DenseNet/Sequential[dense4]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "542 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "541 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "542 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "542 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "543 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "543 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "544 DenseNet/Sequential[dense4]/Bottleneck[0]/cat_0";
-"544 DenseNet/Sequential[dense4]/Bottleneck[0]/cat_0" -> "545 DenseNet/Sequential[dense4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
+"544 DenseNet/Sequential[dense4]/Bottleneck[0]/cat_0" -> "545 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "544 DenseNet/Sequential[dense4]/Bottleneck[0]/cat_0" -> "556 DenseNet/Sequential[dense4]/Bottleneck[1]/cat_0";
-"545 DenseNet/Sequential[dense4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "546 DenseNet/Sequential[dense4]/Bottleneck[1]/relu_0";
+"545 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "546 DenseNet/Sequential[dense4]/Bottleneck[1]/relu_0";
 "546 DenseNet/Sequential[dense4]/Bottleneck[1]/relu_0" -> "547 DenseNet/Sequential[dense4]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "547 DenseNet/Sequential[dense4]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "549 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "548 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "549 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"549 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "550 DenseNet/Sequential[dense4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"550 DenseNet/Sequential[dense4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "551 DenseNet/Sequential[dense4]/Bottleneck[1]/relu_1";
+"549 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "550 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"550 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "551 DenseNet/Sequential[dense4]/Bottleneck[1]/relu_1";
 "551 DenseNet/Sequential[dense4]/Bottleneck[1]/relu_1" -> "552 DenseNet/Sequential[dense4]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "552 DenseNet/Sequential[dense4]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "554 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "553 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "554 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "554 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "555 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "555 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "556 DenseNet/Sequential[dense4]/Bottleneck[1]/cat_0";
-"556 DenseNet/Sequential[dense4]/Bottleneck[1]/cat_0" -> "557 DenseNet/Sequential[dense4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"556 DenseNet/Sequential[dense4]/Bottleneck[1]/cat_0" -> "557 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "556 DenseNet/Sequential[dense4]/Bottleneck[1]/cat_0" -> "568 DenseNet/Sequential[dense4]/Bottleneck[2]/cat_0";
-"557 DenseNet/Sequential[dense4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "558 DenseNet/Sequential[dense4]/Bottleneck[2]/relu_0";
+"557 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "558 DenseNet/Sequential[dense4]/Bottleneck[2]/relu_0";
 "558 DenseNet/Sequential[dense4]/Bottleneck[2]/relu_0" -> "559 DenseNet/Sequential[dense4]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "559 DenseNet/Sequential[dense4]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "561 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "560 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "561 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"561 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "562 DenseNet/Sequential[dense4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"562 DenseNet/Sequential[dense4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "563 DenseNet/Sequential[dense4]/Bottleneck[2]/relu_1";
+"561 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "562 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"562 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "563 DenseNet/Sequential[dense4]/Bottleneck[2]/relu_1";
 "563 DenseNet/Sequential[dense4]/Bottleneck[2]/relu_1" -> "564 DenseNet/Sequential[dense4]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "564 DenseNet/Sequential[dense4]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "566 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "565 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "566 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "566 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "567 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "567 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "568 DenseNet/Sequential[dense4]/Bottleneck[2]/cat_0";
-"568 DenseNet/Sequential[dense4]/Bottleneck[2]/cat_0" -> "569 DenseNet/Sequential[dense4]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
+"568 DenseNet/Sequential[dense4]/Bottleneck[2]/cat_0" -> "569 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
 "568 DenseNet/Sequential[dense4]/Bottleneck[2]/cat_0" -> "580 DenseNet/Sequential[dense4]/Bottleneck[3]/cat_0";
-"569 DenseNet/Sequential[dense4]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "570 DenseNet/Sequential[dense4]/Bottleneck[3]/relu_0";
+"569 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "570 DenseNet/Sequential[dense4]/Bottleneck[3]/relu_0";
 "570 DenseNet/Sequential[dense4]/Bottleneck[3]/relu_0" -> "571 DenseNet/Sequential[dense4]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "571 DenseNet/Sequential[dense4]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "573 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "572 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "573 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"573 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "574 DenseNet/Sequential[dense4]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"574 DenseNet/Sequential[dense4]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "575 DenseNet/Sequential[dense4]/Bottleneck[3]/relu_1";
+"573 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "574 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"574 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "575 DenseNet/Sequential[dense4]/Bottleneck[3]/relu_1";
 "575 DenseNet/Sequential[dense4]/Bottleneck[3]/relu_1" -> "576 DenseNet/Sequential[dense4]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1";
 "576 DenseNet/Sequential[dense4]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "578 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "577 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "578 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "578 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "579 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "579 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "580 DenseNet/Sequential[dense4]/Bottleneck[3]/cat_0";
-"580 DenseNet/Sequential[dense4]/Bottleneck[3]/cat_0" -> "581 DenseNet/Sequential[dense4]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
+"580 DenseNet/Sequential[dense4]/Bottleneck[3]/cat_0" -> "581 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
 "580 DenseNet/Sequential[dense4]/Bottleneck[3]/cat_0" -> "592 DenseNet/Sequential[dense4]/Bottleneck[4]/cat_0";
-"581 DenseNet/Sequential[dense4]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "582 DenseNet/Sequential[dense4]/Bottleneck[4]/relu_0";
+"581 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "582 DenseNet/Sequential[dense4]/Bottleneck[4]/relu_0";
 "582 DenseNet/Sequential[dense4]/Bottleneck[4]/relu_0" -> "583 DenseNet/Sequential[dense4]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "583 DenseNet/Sequential[dense4]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "585 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "584 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "585 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"585 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "586 DenseNet/Sequential[dense4]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"586 DenseNet/Sequential[dense4]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "587 DenseNet/Sequential[dense4]/Bottleneck[4]/relu_1";
+"585 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "586 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"586 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "587 DenseNet/Sequential[dense4]/Bottleneck[4]/relu_1";
 "587 DenseNet/Sequential[dense4]/Bottleneck[4]/relu_1" -> "588 DenseNet/Sequential[dense4]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1";
 "588 DenseNet/Sequential[dense4]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1" -> "590 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "589 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "590 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "590 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "591 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "591 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "592 DenseNet/Sequential[dense4]/Bottleneck[4]/cat_0";
-"592 DenseNet/Sequential[dense4]/Bottleneck[4]/cat_0" -> "593 DenseNet/Sequential[dense4]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
+"592 DenseNet/Sequential[dense4]/Bottleneck[4]/cat_0" -> "593 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
 "592 DenseNet/Sequential[dense4]/Bottleneck[4]/cat_0" -> "604 DenseNet/Sequential[dense4]/Bottleneck[5]/cat_0";
-"593 DenseNet/Sequential[dense4]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "594 DenseNet/Sequential[dense4]/Bottleneck[5]/relu_0";
+"593 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "594 DenseNet/Sequential[dense4]/Bottleneck[5]/relu_0";
 "594 DenseNet/Sequential[dense4]/Bottleneck[5]/relu_0" -> "595 DenseNet/Sequential[dense4]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "595 DenseNet/Sequential[dense4]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "597 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "596 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "597 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"597 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "598 DenseNet/Sequential[dense4]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"598 DenseNet/Sequential[dense4]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "599 DenseNet/Sequential[dense4]/Bottleneck[5]/relu_1";
+"597 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "598 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"598 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "599 DenseNet/Sequential[dense4]/Bottleneck[5]/relu_1";
 "599 DenseNet/Sequential[dense4]/Bottleneck[5]/relu_1" -> "600 DenseNet/Sequential[dense4]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1";
 "600 DenseNet/Sequential[dense4]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1" -> "602 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "601 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "602 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "602 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "603 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "603 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "604 DenseNet/Sequential[dense4]/Bottleneck[5]/cat_0";
-"604 DenseNet/Sequential[dense4]/Bottleneck[5]/cat_0" -> "605 DenseNet/Sequential[dense4]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0";
+"604 DenseNet/Sequential[dense4]/Bottleneck[5]/cat_0" -> "605 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0";
 "604 DenseNet/Sequential[dense4]/Bottleneck[5]/cat_0" -> "616 DenseNet/Sequential[dense4]/Bottleneck[6]/cat_0";
-"605 DenseNet/Sequential[dense4]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0" -> "606 DenseNet/Sequential[dense4]/Bottleneck[6]/relu_0";
+"605 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0" -> "606 DenseNet/Sequential[dense4]/Bottleneck[6]/relu_0";
 "606 DenseNet/Sequential[dense4]/Bottleneck[6]/relu_0" -> "607 DenseNet/Sequential[dense4]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_0";
 "607 DenseNet/Sequential[dense4]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_0" -> "609 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
 "608 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "609 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
-"609 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "610 DenseNet/Sequential[dense4]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0";
-"610 DenseNet/Sequential[dense4]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0" -> "611 DenseNet/Sequential[dense4]/Bottleneck[6]/relu_1";
+"609 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "610 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0";
+"610 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0" -> "611 DenseNet/Sequential[dense4]/Bottleneck[6]/relu_1";
 "611 DenseNet/Sequential[dense4]/Bottleneck[6]/relu_1" -> "612 DenseNet/Sequential[dense4]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_1";
 "612 DenseNet/Sequential[dense4]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_1" -> "614 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
 "613 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "614 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
 "614 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0" -> "615 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "615 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "616 DenseNet/Sequential[dense4]/Bottleneck[6]/cat_0";
-"616 DenseNet/Sequential[dense4]/Bottleneck[6]/cat_0" -> "617 DenseNet/Sequential[dense4]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0";
+"616 DenseNet/Sequential[dense4]/Bottleneck[6]/cat_0" -> "617 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0";
 "616 DenseNet/Sequential[dense4]/Bottleneck[6]/cat_0" -> "628 DenseNet/Sequential[dense4]/Bottleneck[7]/cat_0";
-"617 DenseNet/Sequential[dense4]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0" -> "618 DenseNet/Sequential[dense4]/Bottleneck[7]/relu_0";
+"617 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0" -> "618 DenseNet/Sequential[dense4]/Bottleneck[7]/relu_0";
 "618 DenseNet/Sequential[dense4]/Bottleneck[7]/relu_0" -> "619 DenseNet/Sequential[dense4]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_0";
 "619 DenseNet/Sequential[dense4]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_0" -> "621 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
 "620 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "621 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
-"621 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "622 DenseNet/Sequential[dense4]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0";
-"622 DenseNet/Sequential[dense4]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0" -> "623 DenseNet/Sequential[dense4]/Bottleneck[7]/relu_1";
+"621 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "622 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0";
+"622 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0" -> "623 DenseNet/Sequential[dense4]/Bottleneck[7]/relu_1";
 "623 DenseNet/Sequential[dense4]/Bottleneck[7]/relu_1" -> "624 DenseNet/Sequential[dense4]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_1";
 "624 DenseNet/Sequential[dense4]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_1" -> "626 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
 "625 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "626 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
 "626 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0" -> "627 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "627 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "628 DenseNet/Sequential[dense4]/Bottleneck[7]/cat_0";
-"628 DenseNet/Sequential[dense4]/Bottleneck[7]/cat_0" -> "629 DenseNet/Sequential[dense4]/Bottleneck[8]/BatchNorm2d[bn1]/batch_norm_0";
+"628 DenseNet/Sequential[dense4]/Bottleneck[7]/cat_0" -> "629 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFBatchNorm[bn1]/batch_norm_0";
 "628 DenseNet/Sequential[dense4]/Bottleneck[7]/cat_0" -> "640 DenseNet/Sequential[dense4]/Bottleneck[8]/cat_0";
-"629 DenseNet/Sequential[dense4]/Bottleneck[8]/BatchNorm2d[bn1]/batch_norm_0" -> "630 DenseNet/Sequential[dense4]/Bottleneck[8]/relu_0";
+"629 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFBatchNorm[bn1]/batch_norm_0" -> "630 DenseNet/Sequential[dense4]/Bottleneck[8]/relu_0";
 "630 DenseNet/Sequential[dense4]/Bottleneck[8]/relu_0" -> "631 DenseNet/Sequential[dense4]/Bottleneck[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "631 DenseNet/Sequential[dense4]/Bottleneck[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "633 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0";
 "632 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "633 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0";
-"633 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0" -> "634 DenseNet/Sequential[dense4]/Bottleneck[8]/BatchNorm2d[bn2]/batch_norm_0";
-"634 DenseNet/Sequential[dense4]/Bottleneck[8]/BatchNorm2d[bn2]/batch_norm_0" -> "635 DenseNet/Sequential[dense4]/Bottleneck[8]/relu_1";
+"633 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0" -> "634 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFBatchNorm[bn2]/batch_norm_0";
+"634 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFBatchNorm[bn2]/batch_norm_0" -> "635 DenseNet/Sequential[dense4]/Bottleneck[8]/relu_1";
 "635 DenseNet/Sequential[dense4]/Bottleneck[8]/relu_1" -> "636 DenseNet/Sequential[dense4]/Bottleneck[8]/AsymmetricQuantizer/asymmetric_quantize_1";
 "636 DenseNet/Sequential[dense4]/Bottleneck[8]/AsymmetricQuantizer/asymmetric_quantize_1" -> "638 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0";
 "637 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "638 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0";
 "638 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0" -> "639 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "639 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "640 DenseNet/Sequential[dense4]/Bottleneck[8]/cat_0";
-"640 DenseNet/Sequential[dense4]/Bottleneck[8]/cat_0" -> "641 DenseNet/Sequential[dense4]/Bottleneck[9]/BatchNorm2d[bn1]/batch_norm_0";
+"640 DenseNet/Sequential[dense4]/Bottleneck[8]/cat_0" -> "641 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFBatchNorm[bn1]/batch_norm_0";
 "640 DenseNet/Sequential[dense4]/Bottleneck[8]/cat_0" -> "652 DenseNet/Sequential[dense4]/Bottleneck[9]/cat_0";
-"641 DenseNet/Sequential[dense4]/Bottleneck[9]/BatchNorm2d[bn1]/batch_norm_0" -> "642 DenseNet/Sequential[dense4]/Bottleneck[9]/relu_0";
+"641 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFBatchNorm[bn1]/batch_norm_0" -> "642 DenseNet/Sequential[dense4]/Bottleneck[9]/relu_0";
 "642 DenseNet/Sequential[dense4]/Bottleneck[9]/relu_0" -> "643 DenseNet/Sequential[dense4]/Bottleneck[9]/AsymmetricQuantizer/asymmetric_quantize_0";
 "643 DenseNet/Sequential[dense4]/Bottleneck[9]/AsymmetricQuantizer/asymmetric_quantize_0" -> "645 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0";
 "644 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "645 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0";
-"645 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0" -> "646 DenseNet/Sequential[dense4]/Bottleneck[9]/BatchNorm2d[bn2]/batch_norm_0";
-"646 DenseNet/Sequential[dense4]/Bottleneck[9]/BatchNorm2d[bn2]/batch_norm_0" -> "647 DenseNet/Sequential[dense4]/Bottleneck[9]/relu_1";
+"645 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0" -> "646 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFBatchNorm[bn2]/batch_norm_0";
+"646 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFBatchNorm[bn2]/batch_norm_0" -> "647 DenseNet/Sequential[dense4]/Bottleneck[9]/relu_1";
 "647 DenseNet/Sequential[dense4]/Bottleneck[9]/relu_1" -> "648 DenseNet/Sequential[dense4]/Bottleneck[9]/AsymmetricQuantizer/asymmetric_quantize_1";
 "648 DenseNet/Sequential[dense4]/Bottleneck[9]/AsymmetricQuantizer/asymmetric_quantize_1" -> "650 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0";
 "649 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "650 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0";
 "650 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0" -> "651 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "651 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "652 DenseNet/Sequential[dense4]/Bottleneck[9]/cat_0";
-"652 DenseNet/Sequential[dense4]/Bottleneck[9]/cat_0" -> "653 DenseNet/Sequential[dense4]/Bottleneck[10]/BatchNorm2d[bn1]/batch_norm_0";
+"652 DenseNet/Sequential[dense4]/Bottleneck[9]/cat_0" -> "653 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFBatchNorm[bn1]/batch_norm_0";
 "652 DenseNet/Sequential[dense4]/Bottleneck[9]/cat_0" -> "664 DenseNet/Sequential[dense4]/Bottleneck[10]/cat_0";
-"653 DenseNet/Sequential[dense4]/Bottleneck[10]/BatchNorm2d[bn1]/batch_norm_0" -> "654 DenseNet/Sequential[dense4]/Bottleneck[10]/relu_0";
+"653 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFBatchNorm[bn1]/batch_norm_0" -> "654 DenseNet/Sequential[dense4]/Bottleneck[10]/relu_0";
 "654 DenseNet/Sequential[dense4]/Bottleneck[10]/relu_0" -> "655 DenseNet/Sequential[dense4]/Bottleneck[10]/AsymmetricQuantizer/asymmetric_quantize_0";
 "655 DenseNet/Sequential[dense4]/Bottleneck[10]/AsymmetricQuantizer/asymmetric_quantize_0" -> "657 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0";
 "656 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "657 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0";
-"657 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0" -> "658 DenseNet/Sequential[dense4]/Bottleneck[10]/BatchNorm2d[bn2]/batch_norm_0";
-"658 DenseNet/Sequential[dense4]/Bottleneck[10]/BatchNorm2d[bn2]/batch_norm_0" -> "659 DenseNet/Sequential[dense4]/Bottleneck[10]/relu_1";
+"657 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0" -> "658 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFBatchNorm[bn2]/batch_norm_0";
+"658 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFBatchNorm[bn2]/batch_norm_0" -> "659 DenseNet/Sequential[dense4]/Bottleneck[10]/relu_1";
 "659 DenseNet/Sequential[dense4]/Bottleneck[10]/relu_1" -> "660 DenseNet/Sequential[dense4]/Bottleneck[10]/AsymmetricQuantizer/asymmetric_quantize_1";
 "660 DenseNet/Sequential[dense4]/Bottleneck[10]/AsymmetricQuantizer/asymmetric_quantize_1" -> "662 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0";
 "661 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "662 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0";
 "662 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0" -> "663 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "663 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "664 DenseNet/Sequential[dense4]/Bottleneck[10]/cat_0";
-"664 DenseNet/Sequential[dense4]/Bottleneck[10]/cat_0" -> "665 DenseNet/Sequential[dense4]/Bottleneck[11]/BatchNorm2d[bn1]/batch_norm_0";
+"664 DenseNet/Sequential[dense4]/Bottleneck[10]/cat_0" -> "665 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFBatchNorm[bn1]/batch_norm_0";
 "664 DenseNet/Sequential[dense4]/Bottleneck[10]/cat_0" -> "676 DenseNet/Sequential[dense4]/Bottleneck[11]/cat_0";
-"665 DenseNet/Sequential[dense4]/Bottleneck[11]/BatchNorm2d[bn1]/batch_norm_0" -> "666 DenseNet/Sequential[dense4]/Bottleneck[11]/relu_0";
+"665 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFBatchNorm[bn1]/batch_norm_0" -> "666 DenseNet/Sequential[dense4]/Bottleneck[11]/relu_0";
 "666 DenseNet/Sequential[dense4]/Bottleneck[11]/relu_0" -> "667 DenseNet/Sequential[dense4]/Bottleneck[11]/AsymmetricQuantizer/asymmetric_quantize_0";
 "667 DenseNet/Sequential[dense4]/Bottleneck[11]/AsymmetricQuantizer/asymmetric_quantize_0" -> "669 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0";
 "668 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "669 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0";
-"669 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0" -> "670 DenseNet/Sequential[dense4]/Bottleneck[11]/BatchNorm2d[bn2]/batch_norm_0";
-"670 DenseNet/Sequential[dense4]/Bottleneck[11]/BatchNorm2d[bn2]/batch_norm_0" -> "671 DenseNet/Sequential[dense4]/Bottleneck[11]/relu_1";
+"669 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0" -> "670 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFBatchNorm[bn2]/batch_norm_0";
+"670 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFBatchNorm[bn2]/batch_norm_0" -> "671 DenseNet/Sequential[dense4]/Bottleneck[11]/relu_1";
 "671 DenseNet/Sequential[dense4]/Bottleneck[11]/relu_1" -> "672 DenseNet/Sequential[dense4]/Bottleneck[11]/AsymmetricQuantizer/asymmetric_quantize_1";
 "672 DenseNet/Sequential[dense4]/Bottleneck[11]/AsymmetricQuantizer/asymmetric_quantize_1" -> "674 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0";
 "673 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "674 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0";
 "674 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0" -> "675 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "675 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "676 DenseNet/Sequential[dense4]/Bottleneck[11]/cat_0";
-"676 DenseNet/Sequential[dense4]/Bottleneck[11]/cat_0" -> "677 DenseNet/Sequential[dense4]/Bottleneck[12]/BatchNorm2d[bn1]/batch_norm_0";
+"676 DenseNet/Sequential[dense4]/Bottleneck[11]/cat_0" -> "677 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFBatchNorm[bn1]/batch_norm_0";
 "676 DenseNet/Sequential[dense4]/Bottleneck[11]/cat_0" -> "688 DenseNet/Sequential[dense4]/Bottleneck[12]/cat_0";
-"677 DenseNet/Sequential[dense4]/Bottleneck[12]/BatchNorm2d[bn1]/batch_norm_0" -> "678 DenseNet/Sequential[dense4]/Bottleneck[12]/relu_0";
+"677 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFBatchNorm[bn1]/batch_norm_0" -> "678 DenseNet/Sequential[dense4]/Bottleneck[12]/relu_0";
 "678 DenseNet/Sequential[dense4]/Bottleneck[12]/relu_0" -> "679 DenseNet/Sequential[dense4]/Bottleneck[12]/AsymmetricQuantizer/asymmetric_quantize_0";
 "679 DenseNet/Sequential[dense4]/Bottleneck[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "681 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0";
 "680 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "681 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0";
-"681 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0" -> "682 DenseNet/Sequential[dense4]/Bottleneck[12]/BatchNorm2d[bn2]/batch_norm_0";
-"682 DenseNet/Sequential[dense4]/Bottleneck[12]/BatchNorm2d[bn2]/batch_norm_0" -> "683 DenseNet/Sequential[dense4]/Bottleneck[12]/relu_1";
+"681 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0" -> "682 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFBatchNorm[bn2]/batch_norm_0";
+"682 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFBatchNorm[bn2]/batch_norm_0" -> "683 DenseNet/Sequential[dense4]/Bottleneck[12]/relu_1";
 "683 DenseNet/Sequential[dense4]/Bottleneck[12]/relu_1" -> "684 DenseNet/Sequential[dense4]/Bottleneck[12]/AsymmetricQuantizer/asymmetric_quantize_1";
 "684 DenseNet/Sequential[dense4]/Bottleneck[12]/AsymmetricQuantizer/asymmetric_quantize_1" -> "686 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/conv2d_0";
 "685 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "686 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/conv2d_0";
 "686 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/conv2d_0" -> "687 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "687 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "688 DenseNet/Sequential[dense4]/Bottleneck[12]/cat_0";
-"688 DenseNet/Sequential[dense4]/Bottleneck[12]/cat_0" -> "689 DenseNet/Sequential[dense4]/Bottleneck[13]/BatchNorm2d[bn1]/batch_norm_0";
+"688 DenseNet/Sequential[dense4]/Bottleneck[12]/cat_0" -> "689 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFBatchNorm[bn1]/batch_norm_0";
 "688 DenseNet/Sequential[dense4]/Bottleneck[12]/cat_0" -> "700 DenseNet/Sequential[dense4]/Bottleneck[13]/cat_0";
-"689 DenseNet/Sequential[dense4]/Bottleneck[13]/BatchNorm2d[bn1]/batch_norm_0" -> "690 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_0";
+"689 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFBatchNorm[bn1]/batch_norm_0" -> "690 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_0";
 "690 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_0" -> "691 DenseNet/Sequential[dense4]/Bottleneck[13]/AsymmetricQuantizer/asymmetric_quantize_0";
 "691 DenseNet/Sequential[dense4]/Bottleneck[13]/AsymmetricQuantizer/asymmetric_quantize_0" -> "693 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0";
 "692 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "693 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0";
-"693 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0" -> "694 DenseNet/Sequential[dense4]/Bottleneck[13]/BatchNorm2d[bn2]/batch_norm_0";
-"694 DenseNet/Sequential[dense4]/Bottleneck[13]/BatchNorm2d[bn2]/batch_norm_0" -> "695 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_1";
+"693 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0" -> "694 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFBatchNorm[bn2]/batch_norm_0";
+"694 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFBatchNorm[bn2]/batch_norm_0" -> "695 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_1";
 "695 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_1" -> "696 DenseNet/Sequential[dense4]/Bottleneck[13]/AsymmetricQuantizer/asymmetric_quantize_1";
 "696 DenseNet/Sequential[dense4]/Bottleneck[13]/AsymmetricQuantizer/asymmetric_quantize_1" -> "698 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/conv2d_0";
 "697 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "698 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/conv2d_0";
 "698 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/conv2d_0" -> "699 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "699 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "700 DenseNet/Sequential[dense4]/Bottleneck[13]/cat_0";
-"700 DenseNet/Sequential[dense4]/Bottleneck[13]/cat_0" -> "701 DenseNet/Sequential[dense4]/Bottleneck[14]/BatchNorm2d[bn1]/batch_norm_0";
+"700 DenseNet/Sequential[dense4]/Bottleneck[13]/cat_0" -> "701 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFBatchNorm[bn1]/batch_norm_0";
 "700 DenseNet/Sequential[dense4]/Bottleneck[13]/cat_0" -> "712 DenseNet/Sequential[dense4]/Bottleneck[14]/cat_0";
-"701 DenseNet/Sequential[dense4]/Bottleneck[14]/BatchNorm2d[bn1]/batch_norm_0" -> "702 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_0";
+"701 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFBatchNorm[bn1]/batch_norm_0" -> "702 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_0";
 "702 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_0" -> "703 DenseNet/Sequential[dense4]/Bottleneck[14]/AsymmetricQuantizer/asymmetric_quantize_0";
 "703 DenseNet/Sequential[dense4]/Bottleneck[14]/AsymmetricQuantizer/asymmetric_quantize_0" -> "705 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0";
 "704 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "705 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0";
-"705 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0" -> "706 DenseNet/Sequential[dense4]/Bottleneck[14]/BatchNorm2d[bn2]/batch_norm_0";
-"706 DenseNet/Sequential[dense4]/Bottleneck[14]/BatchNorm2d[bn2]/batch_norm_0" -> "707 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_1";
+"705 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0" -> "706 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFBatchNorm[bn2]/batch_norm_0";
+"706 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFBatchNorm[bn2]/batch_norm_0" -> "707 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_1";
 "707 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_1" -> "708 DenseNet/Sequential[dense4]/Bottleneck[14]/AsymmetricQuantizer/asymmetric_quantize_1";
 "708 DenseNet/Sequential[dense4]/Bottleneck[14]/AsymmetricQuantizer/asymmetric_quantize_1" -> "710 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/conv2d_0";
 "709 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "710 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/conv2d_0";
 "710 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/conv2d_0" -> "711 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "711 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "712 DenseNet/Sequential[dense4]/Bottleneck[14]/cat_0";
-"712 DenseNet/Sequential[dense4]/Bottleneck[14]/cat_0" -> "713 DenseNet/Sequential[dense4]/Bottleneck[15]/BatchNorm2d[bn1]/batch_norm_0";
+"712 DenseNet/Sequential[dense4]/Bottleneck[14]/cat_0" -> "713 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFBatchNorm[bn1]/batch_norm_0";
 "712 DenseNet/Sequential[dense4]/Bottleneck[14]/cat_0" -> "724 DenseNet/Sequential[dense4]/Bottleneck[15]/cat_0";
-"713 DenseNet/Sequential[dense4]/Bottleneck[15]/BatchNorm2d[bn1]/batch_norm_0" -> "714 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_0";
+"713 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFBatchNorm[bn1]/batch_norm_0" -> "714 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_0";
 "714 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_0" -> "715 DenseNet/Sequential[dense4]/Bottleneck[15]/AsymmetricQuantizer/asymmetric_quantize_0";
 "715 DenseNet/Sequential[dense4]/Bottleneck[15]/AsymmetricQuantizer/asymmetric_quantize_0" -> "717 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0";
 "716 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "717 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0";
-"717 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0" -> "718 DenseNet/Sequential[dense4]/Bottleneck[15]/BatchNorm2d[bn2]/batch_norm_0";
-"718 DenseNet/Sequential[dense4]/Bottleneck[15]/BatchNorm2d[bn2]/batch_norm_0" -> "719 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_1";
+"717 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0" -> "718 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFBatchNorm[bn2]/batch_norm_0";
+"718 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFBatchNorm[bn2]/batch_norm_0" -> "719 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_1";
 "719 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_1" -> "720 DenseNet/Sequential[dense4]/Bottleneck[15]/AsymmetricQuantizer/asymmetric_quantize_1";
 "720 DenseNet/Sequential[dense4]/Bottleneck[15]/AsymmetricQuantizer/asymmetric_quantize_1" -> "722 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/conv2d_0";
 "721 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "722 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/conv2d_0";
 "722 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/conv2d_0" -> "723 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "723 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "724 DenseNet/Sequential[dense4]/Bottleneck[15]/cat_0";
-"724 DenseNet/Sequential[dense4]/Bottleneck[15]/cat_0" -> "725 DenseNet/BatchNorm2d[bn]/batch_norm_0";
-"725 DenseNet/BatchNorm2d[bn]/batch_norm_0" -> "726 DenseNet/relu_0";
+"724 DenseNet/Sequential[dense4]/Bottleneck[15]/cat_0" -> "725 DenseNet/NNCFBatchNorm[bn]/batch_norm_0";
+"725 DenseNet/NNCFBatchNorm[bn]/batch_norm_0" -> "726 DenseNet/relu_0";
 "726 DenseNet/relu_0" -> "727 DenseNet/AsymmetricQuantizer/asymmetric_quantize_0";
 "727 DenseNet/AsymmetricQuantizer/asymmetric_quantize_0" -> "728 DenseNet/avg_pool2d_0";
 "728 DenseNet/avg_pool2d_0" -> "729 DenseNet/AsymmetricQuantizer/asymmetric_quantize_1";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/inception.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/inception.dot
index 151c2c538b4..f706140d7ad 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/inception.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/inception.dot
@@ -3,341 +3,341 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 GoogLeNet/Sequential[pre_layers]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 GoogLeNet/Sequential[pre_layers]/NNCFConv2d[0]/conv2d_0" [id=3, type=conv2d];
-"4 GoogLeNet/Sequential[pre_layers]/BatchNorm2d[1]/batch_norm_0" [id=4, type=batch_norm];
+"4 GoogLeNet/Sequential[pre_layers]/NNCFBatchNorm[1]/batch_norm_0" [id=4, type=batch_norm];
 "5 GoogLeNet/Sequential[pre_layers]/ReLU[2]/relu__0" [id=5, type=relu_];
 "6 GoogLeNet/Sequential[pre_layers]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=6, type=asymmetric_quantize];
 "7 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=7, type=asymmetric_quantize];
 "8 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" [id=8, type=conv2d];
-"9 GoogLeNet/Inception[a3]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" [id=9, type=batch_norm];
+"9 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" [id=9, type=batch_norm];
 "10 GoogLeNet/Inception[a3]/Sequential[b1]/ReLU[2]/relu__0" [id=10, type=relu_];
 "11 GoogLeNet/Inception[a3]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=11, type=asymmetric_quantize];
 "12 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=12, type=asymmetric_quantize];
 "13 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" [id=13, type=conv2d];
-"14 GoogLeNet/Inception[a3]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" [id=14, type=batch_norm];
+"14 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" [id=14, type=batch_norm];
 "15 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[2]/relu__0" [id=15, type=relu_];
 "16 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=16, type=asymmetric_quantize];
 "17 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=17, type=asymmetric_quantize];
 "18 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" [id=18, type=conv2d];
-"19 GoogLeNet/Inception[a3]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" [id=19, type=batch_norm];
+"19 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" [id=19, type=batch_norm];
 "20 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[5]/relu__0" [id=20, type=relu_];
 "21 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=21, type=asymmetric_quantize];
 "22 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=22, type=asymmetric_quantize];
 "23 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" [id=23, type=conv2d];
-"24 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" [id=24, type=batch_norm];
+"24 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" [id=24, type=batch_norm];
 "25 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[2]/relu__0" [id=25, type=relu_];
 "26 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=26, type=asymmetric_quantize];
 "27 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=27, type=asymmetric_quantize];
 "28 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" [id=28, type=conv2d];
-"29 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" [id=29, type=batch_norm];
+"29 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" [id=29, type=batch_norm];
 "30 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[5]/relu__0" [id=30, type=relu_];
 "31 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=31, type=asymmetric_quantize];
 "32 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=32, type=asymmetric_quantize];
 "33 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" [id=33, type=conv2d];
-"34 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" [id=34, type=batch_norm];
+"34 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" [id=34, type=batch_norm];
 "35 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[8]/relu__0" [id=35, type=relu_];
 "36 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0" [id=36, type=asymmetric_quantize];
 "37 GoogLeNet/Inception[a3]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" [id=37, type=max_pool2d];
 "38 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=38, type=asymmetric_quantize];
 "39 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" [id=39, type=conv2d];
-"40 GoogLeNet/Inception[a3]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" [id=40, type=batch_norm];
+"40 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" [id=40, type=batch_norm];
 "41 GoogLeNet/Inception[a3]/Sequential[b4]/ReLU[3]/relu__0" [id=41, type=relu_];
 "42 GoogLeNet/Inception[a3]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=42, type=asymmetric_quantize];
 "43 GoogLeNet/Inception[a3]/cat_0" [id=43, type=cat];
 "44 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
 "45 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" [id=45, type=conv2d];
-"46 GoogLeNet/Inception[b3]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" [id=46, type=batch_norm];
+"46 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" [id=46, type=batch_norm];
 "47 GoogLeNet/Inception[b3]/Sequential[b1]/ReLU[2]/relu__0" [id=47, type=relu_];
 "48 GoogLeNet/Inception[b3]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=48, type=asymmetric_quantize];
 "49 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=49, type=asymmetric_quantize];
 "50 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" [id=50, type=conv2d];
-"51 GoogLeNet/Inception[b3]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" [id=51, type=batch_norm];
+"51 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" [id=51, type=batch_norm];
 "52 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[2]/relu__0" [id=52, type=relu_];
 "53 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=53, type=asymmetric_quantize];
 "54 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=54, type=asymmetric_quantize];
 "55 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" [id=55, type=conv2d];
-"56 GoogLeNet/Inception[b3]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" [id=56, type=batch_norm];
+"56 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" [id=56, type=batch_norm];
 "57 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[5]/relu__0" [id=57, type=relu_];
 "58 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=58, type=asymmetric_quantize];
 "59 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=59, type=asymmetric_quantize];
 "60 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" [id=60, type=conv2d];
-"61 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" [id=61, type=batch_norm];
+"61 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" [id=61, type=batch_norm];
 "62 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[2]/relu__0" [id=62, type=relu_];
 "63 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=63, type=asymmetric_quantize];
 "64 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=64, type=asymmetric_quantize];
 "65 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" [id=65, type=conv2d];
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 "305 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=305, type=asymmetric_quantize];
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-"307 GoogLeNet/Inception[b5]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" [id=307, type=batch_norm];
+"307 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" [id=307, type=batch_norm];
 "308 GoogLeNet/Inception[b5]/Sequential[b1]/ReLU[2]/relu__0" [id=308, type=relu_];
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 "311 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" [id=311, type=conv2d];
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+"312 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" [id=312, type=batch_norm];
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-"317 GoogLeNet/Inception[b5]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" [id=317, type=batch_norm];
+"317 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" [id=317, type=batch_norm];
 "318 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[5]/relu__0" [id=318, type=relu_];
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-"322 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" [id=322, type=batch_norm];
+"322 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" [id=322, type=batch_norm];
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 "325 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=325, type=asymmetric_quantize];
 "326 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" [id=326, type=conv2d];
-"327 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" [id=327, type=batch_norm];
+"327 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" [id=327, type=batch_norm];
 "328 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[5]/relu__0" [id=328, type=relu_];
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 "330 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=330, type=asymmetric_quantize];
 "331 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" [id=331, type=conv2d];
-"332 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" [id=332, type=batch_norm];
+"332 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" [id=332, type=batch_norm];
 "333 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[8]/relu__0" [id=333, type=relu_];
 "334 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0" [id=334, type=asymmetric_quantize];
 "335 GoogLeNet/Inception[b5]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" [id=335, type=max_pool2d];
 "336 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=336, type=asymmetric_quantize];
 "337 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" [id=337, type=conv2d];
-"338 GoogLeNet/Inception[b5]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" [id=338, type=batch_norm];
+"338 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" [id=338, type=batch_norm];
 "339 GoogLeNet/Inception[b5]/Sequential[b4]/ReLU[3]/relu__0" [id=339, type=relu_];
 "340 GoogLeNet/Inception[b5]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=340, type=asymmetric_quantize];
 "341 GoogLeNet/Inception[b5]/cat_0" [id=341, type=cat];
@@ -350,47 +350,47 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 GoogLeNet/Sequential[pre_layers]/NNCFConv2d[0]/conv2d_0";
 "2 GoogLeNet/Sequential[pre_layers]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 GoogLeNet/Sequential[pre_layers]/NNCFConv2d[0]/conv2d_0";
-"3 GoogLeNet/Sequential[pre_layers]/NNCFConv2d[0]/conv2d_0" -> "4 GoogLeNet/Sequential[pre_layers]/BatchNorm2d[1]/batch_norm_0";
-"4 GoogLeNet/Sequential[pre_layers]/BatchNorm2d[1]/batch_norm_0" -> "5 GoogLeNet/Sequential[pre_layers]/ReLU[2]/relu__0";
+"3 GoogLeNet/Sequential[pre_layers]/NNCFConv2d[0]/conv2d_0" -> "4 GoogLeNet/Sequential[pre_layers]/NNCFBatchNorm[1]/batch_norm_0";
+"4 GoogLeNet/Sequential[pre_layers]/NNCFBatchNorm[1]/batch_norm_0" -> "5 GoogLeNet/Sequential[pre_layers]/ReLU[2]/relu__0";
 "5 GoogLeNet/Sequential[pre_layers]/ReLU[2]/relu__0" -> "6 GoogLeNet/Sequential[pre_layers]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 GoogLeNet/Sequential[pre_layers]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "8 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
 "7 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "8 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"8 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "9 GoogLeNet/Inception[a3]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
+"8 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "9 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
 "6 GoogLeNet/Sequential[pre_layers]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "13 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
 "6 GoogLeNet/Sequential[pre_layers]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "23 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "6 GoogLeNet/Sequential[pre_layers]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "37 GoogLeNet/Inception[a3]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
-"9 GoogLeNet/Inception[a3]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "10 GoogLeNet/Inception[a3]/Sequential[b1]/ReLU[2]/relu__0";
+"9 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "10 GoogLeNet/Inception[a3]/Sequential[b1]/ReLU[2]/relu__0";
 "10 GoogLeNet/Inception[a3]/Sequential[b1]/ReLU[2]/relu__0" -> "11 GoogLeNet/Inception[a3]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "11 GoogLeNet/Inception[a3]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "43 GoogLeNet/Inception[a3]/cat_0";
 "12 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "13 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"13 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "14 GoogLeNet/Inception[a3]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"14 GoogLeNet/Inception[a3]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "15 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[2]/relu__0";
+"13 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "14 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"14 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "15 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[2]/relu__0";
 "15 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[2]/relu__0" -> "16 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "16 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "18 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "17 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "18 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"18 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "19 GoogLeNet/Inception[a3]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"19 GoogLeNet/Inception[a3]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "20 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[5]/relu__0";
+"18 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "19 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"19 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "20 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[5]/relu__0";
 "20 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[5]/relu__0" -> "21 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "21 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "43 GoogLeNet/Inception[a3]/cat_0";
 "22 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "23 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"23 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "24 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"24 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "25 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[2]/relu__0";
+"23 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "24 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"24 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "25 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[2]/relu__0";
 "25 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[2]/relu__0" -> "26 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "26 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "28 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "27 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "28 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"28 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "29 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"29 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "30 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[5]/relu__0";
+"28 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "29 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"29 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "30 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[5]/relu__0";
 "30 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[5]/relu__0" -> "31 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "31 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "33 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "32 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "33 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"33 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "34 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"34 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "35 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[8]/relu__0";
+"33 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "34 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"34 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "35 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[8]/relu__0";
 "35 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[8]/relu__0" -> "36 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "36 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "43 GoogLeNet/Inception[a3]/cat_0";
 "37 GoogLeNet/Inception[a3]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "39 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "38 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "39 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"39 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "40 GoogLeNet/Inception[a3]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"40 GoogLeNet/Inception[a3]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "41 GoogLeNet/Inception[a3]/Sequential[b4]/ReLU[3]/relu__0";
+"39 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "40 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"40 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "41 GoogLeNet/Inception[a3]/Sequential[b4]/ReLU[3]/relu__0";
 "41 GoogLeNet/Inception[a3]/Sequential[b4]/ReLU[3]/relu__0" -> "42 GoogLeNet/Inception[a3]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "42 GoogLeNet/Inception[a3]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "43 GoogLeNet/Inception[a3]/cat_0";
 "43 GoogLeNet/Inception[a3]/cat_0" -> "45 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
@@ -398,39 +398,39 @@ strict digraph  {
 "43 GoogLeNet/Inception[a3]/cat_0" -> "60 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "43 GoogLeNet/Inception[a3]/cat_0" -> "74 GoogLeNet/Inception[b3]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "44 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "45 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"45 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "46 GoogLeNet/Inception[b3]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"46 GoogLeNet/Inception[b3]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "47 GoogLeNet/Inception[b3]/Sequential[b1]/ReLU[2]/relu__0";
+"45 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "46 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"46 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "47 GoogLeNet/Inception[b3]/Sequential[b1]/ReLU[2]/relu__0";
 "47 GoogLeNet/Inception[b3]/Sequential[b1]/ReLU[2]/relu__0" -> "48 GoogLeNet/Inception[b3]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "48 GoogLeNet/Inception[b3]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "80 GoogLeNet/Inception[b3]/cat_0";
 "49 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "50 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"50 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "51 GoogLeNet/Inception[b3]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"51 GoogLeNet/Inception[b3]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "52 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[2]/relu__0";
+"50 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "51 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"51 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "52 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[2]/relu__0";
 "52 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[2]/relu__0" -> "53 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "53 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "55 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "54 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "55 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"55 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "56 GoogLeNet/Inception[b3]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"56 GoogLeNet/Inception[b3]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "57 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[5]/relu__0";
+"55 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "56 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"56 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "57 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[5]/relu__0";
 "57 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[5]/relu__0" -> "58 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "58 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "80 GoogLeNet/Inception[b3]/cat_0";
 "59 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "60 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"60 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "61 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"61 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "62 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[2]/relu__0";
+"60 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "61 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"61 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "62 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[2]/relu__0";
 "62 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[2]/relu__0" -> "63 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "63 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "65 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "64 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "65 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"65 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "66 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"66 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "67 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[5]/relu__0";
+"65 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "66 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"66 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "67 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[5]/relu__0";
 "67 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[5]/relu__0" -> "68 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "68 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "70 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "69 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "70 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"70 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "71 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"71 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "72 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[8]/relu__0";
+"70 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "71 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"71 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "72 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[8]/relu__0";
 "72 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[8]/relu__0" -> "73 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "73 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "80 GoogLeNet/Inception[b3]/cat_0";
 "74 GoogLeNet/Inception[b3]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "76 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "75 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "76 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"76 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "77 GoogLeNet/Inception[b3]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"77 GoogLeNet/Inception[b3]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "78 GoogLeNet/Inception[b3]/Sequential[b4]/ReLU[3]/relu__0";
+"76 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "77 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"77 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "78 GoogLeNet/Inception[b3]/Sequential[b4]/ReLU[3]/relu__0";
 "78 GoogLeNet/Inception[b3]/Sequential[b4]/ReLU[3]/relu__0" -> "79 GoogLeNet/Inception[b3]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "79 GoogLeNet/Inception[b3]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "80 GoogLeNet/Inception[b3]/cat_0";
 "80 GoogLeNet/Inception[b3]/cat_0" -> "81 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_0";
@@ -438,40 +438,40 @@ strict digraph  {
 "81 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_0" -> "88 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
 "81 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_0" -> "98 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "82 GoogLeNet/Inception[a4]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "83 GoogLeNet/Inception[a4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"83 GoogLeNet/Inception[a4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "84 GoogLeNet/Inception[a4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"84 GoogLeNet/Inception[a4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "85 GoogLeNet/Inception[a4]/Sequential[b1]/ReLU[2]/relu__0";
+"83 GoogLeNet/Inception[a4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "84 GoogLeNet/Inception[a4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"84 GoogLeNet/Inception[a4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "85 GoogLeNet/Inception[a4]/Sequential[b1]/ReLU[2]/relu__0";
 "85 GoogLeNet/Inception[a4]/Sequential[b1]/ReLU[2]/relu__0" -> "86 GoogLeNet/Inception[a4]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "87 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "88 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"88 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "89 GoogLeNet/Inception[a4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"89 GoogLeNet/Inception[a4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "90 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[2]/relu__0";
+"88 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "89 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"89 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "90 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[2]/relu__0";
 "90 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[2]/relu__0" -> "91 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "91 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "93 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "92 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "93 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"93 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "94 GoogLeNet/Inception[a4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"94 GoogLeNet/Inception[a4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "95 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[5]/relu__0";
+"93 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "94 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"94 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "95 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[5]/relu__0";
 "95 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[5]/relu__0" -> "96 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "97 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "98 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"98 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "99 GoogLeNet/Inception[a4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
+"98 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "99 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
 "81 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_0" -> "112 GoogLeNet/Inception[a4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "86 GoogLeNet/Inception[a4]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 GoogLeNet/Inception[a4]/cat_0";
 "96 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 GoogLeNet/Inception[a4]/cat_0";
-"99 GoogLeNet/Inception[a4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "100 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[2]/relu__0";
+"99 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "100 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[2]/relu__0";
 "100 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[2]/relu__0" -> "101 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "101 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "103 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "102 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "103 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"103 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "104 GoogLeNet/Inception[a4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"104 GoogLeNet/Inception[a4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "105 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[5]/relu__0";
+"103 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "104 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"104 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "105 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[5]/relu__0";
 "105 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[5]/relu__0" -> "106 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "106 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "108 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "107 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "108 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"108 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "109 GoogLeNet/Inception[a4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"109 GoogLeNet/Inception[a4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "110 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[8]/relu__0";
+"108 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "109 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"109 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "110 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[8]/relu__0";
 "110 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[8]/relu__0" -> "111 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "111 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 GoogLeNet/Inception[a4]/cat_0";
 "112 GoogLeNet/Inception[a4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "114 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "113 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "114 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"114 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "115 GoogLeNet/Inception[a4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"115 GoogLeNet/Inception[a4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "116 GoogLeNet/Inception[a4]/Sequential[b4]/ReLU[3]/relu__0";
+"114 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "115 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"115 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "116 GoogLeNet/Inception[a4]/Sequential[b4]/ReLU[3]/relu__0";
 "116 GoogLeNet/Inception[a4]/Sequential[b4]/ReLU[3]/relu__0" -> "117 GoogLeNet/Inception[a4]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "117 GoogLeNet/Inception[a4]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 GoogLeNet/Inception[a4]/cat_0";
 "118 GoogLeNet/Inception[a4]/cat_0" -> "120 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
@@ -479,39 +479,39 @@ strict digraph  {
 "118 GoogLeNet/Inception[a4]/cat_0" -> "135 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "118 GoogLeNet/Inception[a4]/cat_0" -> "149 GoogLeNet/Inception[b4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "119 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "120 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"120 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "121 GoogLeNet/Inception[b4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"121 GoogLeNet/Inception[b4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "122 GoogLeNet/Inception[b4]/Sequential[b1]/ReLU[2]/relu__0";
+"120 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "121 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"121 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "122 GoogLeNet/Inception[b4]/Sequential[b1]/ReLU[2]/relu__0";
 "122 GoogLeNet/Inception[b4]/Sequential[b1]/ReLU[2]/relu__0" -> "123 GoogLeNet/Inception[b4]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "123 GoogLeNet/Inception[b4]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "155 GoogLeNet/Inception[b4]/cat_0";
 "124 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "125 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"125 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "126 GoogLeNet/Inception[b4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"126 GoogLeNet/Inception[b4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "127 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[2]/relu__0";
+"125 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "126 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"126 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "127 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[2]/relu__0";
 "127 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[2]/relu__0" -> "128 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "128 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "130 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "129 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "130 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"130 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "131 GoogLeNet/Inception[b4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"131 GoogLeNet/Inception[b4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "132 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[5]/relu__0";
+"130 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "131 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"131 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "132 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[5]/relu__0";
 "132 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[5]/relu__0" -> "133 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "133 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "155 GoogLeNet/Inception[b4]/cat_0";
 "134 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "135 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"135 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "136 GoogLeNet/Inception[b4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"136 GoogLeNet/Inception[b4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "137 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[2]/relu__0";
+"135 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "136 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"136 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "137 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[2]/relu__0";
 "137 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[2]/relu__0" -> "138 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "138 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "140 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "139 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "140 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"140 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "141 GoogLeNet/Inception[b4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"141 GoogLeNet/Inception[b4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "142 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[5]/relu__0";
+"140 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "141 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"141 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "142 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[5]/relu__0";
 "142 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[5]/relu__0" -> "143 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "143 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "145 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "144 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "145 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"145 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "146 GoogLeNet/Inception[b4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"146 GoogLeNet/Inception[b4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "147 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[8]/relu__0";
+"145 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "146 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"146 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "147 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[8]/relu__0";
 "147 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[8]/relu__0" -> "148 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "148 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "155 GoogLeNet/Inception[b4]/cat_0";
 "149 GoogLeNet/Inception[b4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "151 GoogLeNet/Inception[b4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "150 GoogLeNet/Inception[b4]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "151 GoogLeNet/Inception[b4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"151 GoogLeNet/Inception[b4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "152 GoogLeNet/Inception[b4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"152 GoogLeNet/Inception[b4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "153 GoogLeNet/Inception[b4]/Sequential[b4]/ReLU[3]/relu__0";
+"151 GoogLeNet/Inception[b4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "152 GoogLeNet/Inception[b4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"152 GoogLeNet/Inception[b4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "153 GoogLeNet/Inception[b4]/Sequential[b4]/ReLU[3]/relu__0";
 "153 GoogLeNet/Inception[b4]/Sequential[b4]/ReLU[3]/relu__0" -> "154 GoogLeNet/Inception[b4]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "154 GoogLeNet/Inception[b4]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "155 GoogLeNet/Inception[b4]/cat_0";
 "155 GoogLeNet/Inception[b4]/cat_0" -> "157 GoogLeNet/Inception[c4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
@@ -519,39 +519,39 @@ strict digraph  {
 "155 GoogLeNet/Inception[b4]/cat_0" -> "172 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "155 GoogLeNet/Inception[b4]/cat_0" -> "186 GoogLeNet/Inception[c4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "156 GoogLeNet/Inception[c4]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "157 GoogLeNet/Inception[c4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"157 GoogLeNet/Inception[c4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "158 GoogLeNet/Inception[c4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"158 GoogLeNet/Inception[c4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "159 GoogLeNet/Inception[c4]/Sequential[b1]/ReLU[2]/relu__0";
+"157 GoogLeNet/Inception[c4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "158 GoogLeNet/Inception[c4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"158 GoogLeNet/Inception[c4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "159 GoogLeNet/Inception[c4]/Sequential[b1]/ReLU[2]/relu__0";
 "159 GoogLeNet/Inception[c4]/Sequential[b1]/ReLU[2]/relu__0" -> "160 GoogLeNet/Inception[c4]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "160 GoogLeNet/Inception[c4]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "192 GoogLeNet/Inception[c4]/cat_0";
 "161 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "162 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"162 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "163 GoogLeNet/Inception[c4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"163 GoogLeNet/Inception[c4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "164 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[2]/relu__0";
+"162 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "163 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"163 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "164 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[2]/relu__0";
 "164 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[2]/relu__0" -> "165 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "165 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "167 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "166 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "167 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"167 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "168 GoogLeNet/Inception[c4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"168 GoogLeNet/Inception[c4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "169 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[5]/relu__0";
+"167 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "168 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"168 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "169 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[5]/relu__0";
 "169 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[5]/relu__0" -> "170 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "170 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "192 GoogLeNet/Inception[c4]/cat_0";
 "171 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "172 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"172 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "173 GoogLeNet/Inception[c4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"173 GoogLeNet/Inception[c4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "174 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[2]/relu__0";
+"172 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "173 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"173 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "174 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[2]/relu__0";
 "174 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[2]/relu__0" -> "175 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "175 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "177 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "176 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "177 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"177 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "178 GoogLeNet/Inception[c4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"178 GoogLeNet/Inception[c4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "179 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[5]/relu__0";
+"177 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "178 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"178 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "179 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[5]/relu__0";
 "179 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[5]/relu__0" -> "180 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "180 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "182 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "181 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "182 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"182 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "183 GoogLeNet/Inception[c4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"183 GoogLeNet/Inception[c4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "184 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[8]/relu__0";
+"182 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "183 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"183 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "184 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[8]/relu__0";
 "184 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[8]/relu__0" -> "185 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "185 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "192 GoogLeNet/Inception[c4]/cat_0";
 "186 GoogLeNet/Inception[c4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "188 GoogLeNet/Inception[c4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "187 GoogLeNet/Inception[c4]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "188 GoogLeNet/Inception[c4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"188 GoogLeNet/Inception[c4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "189 GoogLeNet/Inception[c4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"189 GoogLeNet/Inception[c4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "190 GoogLeNet/Inception[c4]/Sequential[b4]/ReLU[3]/relu__0";
+"188 GoogLeNet/Inception[c4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "189 GoogLeNet/Inception[c4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"189 GoogLeNet/Inception[c4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "190 GoogLeNet/Inception[c4]/Sequential[b4]/ReLU[3]/relu__0";
 "190 GoogLeNet/Inception[c4]/Sequential[b4]/ReLU[3]/relu__0" -> "191 GoogLeNet/Inception[c4]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "191 GoogLeNet/Inception[c4]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "192 GoogLeNet/Inception[c4]/cat_0";
 "192 GoogLeNet/Inception[c4]/cat_0" -> "194 GoogLeNet/Inception[d4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
@@ -559,39 +559,39 @@ strict digraph  {
 "192 GoogLeNet/Inception[c4]/cat_0" -> "209 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "192 GoogLeNet/Inception[c4]/cat_0" -> "223 GoogLeNet/Inception[d4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "193 GoogLeNet/Inception[d4]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "194 GoogLeNet/Inception[d4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"194 GoogLeNet/Inception[d4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "195 GoogLeNet/Inception[d4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"195 GoogLeNet/Inception[d4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "196 GoogLeNet/Inception[d4]/Sequential[b1]/ReLU[2]/relu__0";
+"194 GoogLeNet/Inception[d4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "195 GoogLeNet/Inception[d4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"195 GoogLeNet/Inception[d4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "196 GoogLeNet/Inception[d4]/Sequential[b1]/ReLU[2]/relu__0";
 "196 GoogLeNet/Inception[d4]/Sequential[b1]/ReLU[2]/relu__0" -> "197 GoogLeNet/Inception[d4]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "197 GoogLeNet/Inception[d4]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "229 GoogLeNet/Inception[d4]/cat_0";
 "198 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "199 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"199 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "200 GoogLeNet/Inception[d4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"200 GoogLeNet/Inception[d4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "201 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[2]/relu__0";
+"199 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "200 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"200 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "201 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[2]/relu__0";
 "201 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[2]/relu__0" -> "202 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "202 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "204 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "203 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "204 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"204 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "205 GoogLeNet/Inception[d4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"205 GoogLeNet/Inception[d4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "206 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[5]/relu__0";
+"204 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "205 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"205 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "206 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[5]/relu__0";
 "206 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[5]/relu__0" -> "207 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "207 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "229 GoogLeNet/Inception[d4]/cat_0";
 "208 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "209 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"209 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "210 GoogLeNet/Inception[d4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"210 GoogLeNet/Inception[d4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "211 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[2]/relu__0";
+"209 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "210 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"210 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "211 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[2]/relu__0";
 "211 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[2]/relu__0" -> "212 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "212 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "214 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "213 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "214 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"214 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "215 GoogLeNet/Inception[d4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"215 GoogLeNet/Inception[d4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "216 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[5]/relu__0";
+"214 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "215 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"215 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "216 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[5]/relu__0";
 "216 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[5]/relu__0" -> "217 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "217 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "219 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "218 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "219 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"219 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "220 GoogLeNet/Inception[d4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"220 GoogLeNet/Inception[d4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "221 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[8]/relu__0";
+"219 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "220 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"220 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "221 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[8]/relu__0";
 "221 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[8]/relu__0" -> "222 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "222 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "229 GoogLeNet/Inception[d4]/cat_0";
 "223 GoogLeNet/Inception[d4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "225 GoogLeNet/Inception[d4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "224 GoogLeNet/Inception[d4]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "225 GoogLeNet/Inception[d4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"225 GoogLeNet/Inception[d4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "226 GoogLeNet/Inception[d4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"226 GoogLeNet/Inception[d4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "227 GoogLeNet/Inception[d4]/Sequential[b4]/ReLU[3]/relu__0";
+"225 GoogLeNet/Inception[d4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "226 GoogLeNet/Inception[d4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"226 GoogLeNet/Inception[d4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "227 GoogLeNet/Inception[d4]/Sequential[b4]/ReLU[3]/relu__0";
 "227 GoogLeNet/Inception[d4]/Sequential[b4]/ReLU[3]/relu__0" -> "228 GoogLeNet/Inception[d4]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "228 GoogLeNet/Inception[d4]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "229 GoogLeNet/Inception[d4]/cat_0";
 "229 GoogLeNet/Inception[d4]/cat_0" -> "231 GoogLeNet/Inception[e4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
@@ -599,39 +599,39 @@ strict digraph  {
 "229 GoogLeNet/Inception[d4]/cat_0" -> "246 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "229 GoogLeNet/Inception[d4]/cat_0" -> "260 GoogLeNet/Inception[e4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "230 GoogLeNet/Inception[e4]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "231 GoogLeNet/Inception[e4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"231 GoogLeNet/Inception[e4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "232 GoogLeNet/Inception[e4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"232 GoogLeNet/Inception[e4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "233 GoogLeNet/Inception[e4]/Sequential[b1]/ReLU[2]/relu__0";
+"231 GoogLeNet/Inception[e4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "232 GoogLeNet/Inception[e4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"232 GoogLeNet/Inception[e4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "233 GoogLeNet/Inception[e4]/Sequential[b1]/ReLU[2]/relu__0";
 "233 GoogLeNet/Inception[e4]/Sequential[b1]/ReLU[2]/relu__0" -> "234 GoogLeNet/Inception[e4]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "234 GoogLeNet/Inception[e4]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "266 GoogLeNet/Inception[e4]/cat_0";
 "235 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "236 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"236 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "237 GoogLeNet/Inception[e4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"237 GoogLeNet/Inception[e4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "238 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[2]/relu__0";
+"236 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "237 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"237 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "238 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[2]/relu__0";
 "238 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[2]/relu__0" -> "239 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "239 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "241 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "240 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "241 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"241 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "242 GoogLeNet/Inception[e4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"242 GoogLeNet/Inception[e4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "243 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[5]/relu__0";
+"241 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "242 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"242 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "243 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[5]/relu__0";
 "243 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[5]/relu__0" -> "244 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "244 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "266 GoogLeNet/Inception[e4]/cat_0";
 "245 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "246 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"246 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "247 GoogLeNet/Inception[e4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"247 GoogLeNet/Inception[e4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "248 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[2]/relu__0";
+"246 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "247 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"247 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "248 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[2]/relu__0";
 "248 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[2]/relu__0" -> "249 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "249 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "251 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "250 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "251 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"251 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "252 GoogLeNet/Inception[e4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"252 GoogLeNet/Inception[e4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "253 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[5]/relu__0";
+"251 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "252 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"252 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "253 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[5]/relu__0";
 "253 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[5]/relu__0" -> "254 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "254 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "256 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "255 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "256 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"256 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "257 GoogLeNet/Inception[e4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"257 GoogLeNet/Inception[e4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "258 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[8]/relu__0";
+"256 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "257 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"257 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "258 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[8]/relu__0";
 "258 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[8]/relu__0" -> "259 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "259 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "266 GoogLeNet/Inception[e4]/cat_0";
 "260 GoogLeNet/Inception[e4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "262 GoogLeNet/Inception[e4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "261 GoogLeNet/Inception[e4]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "262 GoogLeNet/Inception[e4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"262 GoogLeNet/Inception[e4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "263 GoogLeNet/Inception[e4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"263 GoogLeNet/Inception[e4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "264 GoogLeNet/Inception[e4]/Sequential[b4]/ReLU[3]/relu__0";
+"262 GoogLeNet/Inception[e4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "263 GoogLeNet/Inception[e4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"263 GoogLeNet/Inception[e4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "264 GoogLeNet/Inception[e4]/Sequential[b4]/ReLU[3]/relu__0";
 "264 GoogLeNet/Inception[e4]/Sequential[b4]/ReLU[3]/relu__0" -> "265 GoogLeNet/Inception[e4]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "265 GoogLeNet/Inception[e4]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "266 GoogLeNet/Inception[e4]/cat_0";
 "266 GoogLeNet/Inception[e4]/cat_0" -> "267 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_1";
@@ -640,39 +640,39 @@ strict digraph  {
 "267 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_1" -> "284 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "267 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_1" -> "298 GoogLeNet/Inception[a5]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "268 GoogLeNet/Inception[a5]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "269 GoogLeNet/Inception[a5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"269 GoogLeNet/Inception[a5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "270 GoogLeNet/Inception[a5]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"270 GoogLeNet/Inception[a5]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "271 GoogLeNet/Inception[a5]/Sequential[b1]/ReLU[2]/relu__0";
+"269 GoogLeNet/Inception[a5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "270 GoogLeNet/Inception[a5]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"270 GoogLeNet/Inception[a5]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "271 GoogLeNet/Inception[a5]/Sequential[b1]/ReLU[2]/relu__0";
 "271 GoogLeNet/Inception[a5]/Sequential[b1]/ReLU[2]/relu__0" -> "272 GoogLeNet/Inception[a5]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "272 GoogLeNet/Inception[a5]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "304 GoogLeNet/Inception[a5]/cat_0";
 "273 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "274 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"274 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "275 GoogLeNet/Inception[a5]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"275 GoogLeNet/Inception[a5]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "276 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[2]/relu__0";
+"274 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "275 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"275 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "276 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[2]/relu__0";
 "276 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[2]/relu__0" -> "277 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "277 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "279 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "278 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "279 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"279 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "280 GoogLeNet/Inception[a5]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"280 GoogLeNet/Inception[a5]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "281 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[5]/relu__0";
+"279 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "280 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"280 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "281 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[5]/relu__0";
 "281 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[5]/relu__0" -> "282 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "282 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "304 GoogLeNet/Inception[a5]/cat_0";
 "283 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "284 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"284 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "285 GoogLeNet/Inception[a5]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"285 GoogLeNet/Inception[a5]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "286 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[2]/relu__0";
+"284 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "285 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"285 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "286 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[2]/relu__0";
 "286 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[2]/relu__0" -> "287 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "287 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "289 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "288 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "289 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"289 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "290 GoogLeNet/Inception[a5]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"290 GoogLeNet/Inception[a5]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "291 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[5]/relu__0";
+"289 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "290 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"290 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "291 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[5]/relu__0";
 "291 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[5]/relu__0" -> "292 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "292 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "294 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "293 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "294 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"294 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "295 GoogLeNet/Inception[a5]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"295 GoogLeNet/Inception[a5]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "296 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[8]/relu__0";
+"294 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "295 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"295 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "296 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[8]/relu__0";
 "296 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[8]/relu__0" -> "297 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "297 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "304 GoogLeNet/Inception[a5]/cat_0";
 "298 GoogLeNet/Inception[a5]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "300 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "299 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "300 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"300 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "301 GoogLeNet/Inception[a5]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"301 GoogLeNet/Inception[a5]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "302 GoogLeNet/Inception[a5]/Sequential[b4]/ReLU[3]/relu__0";
+"300 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "301 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"301 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "302 GoogLeNet/Inception[a5]/Sequential[b4]/ReLU[3]/relu__0";
 "302 GoogLeNet/Inception[a5]/Sequential[b4]/ReLU[3]/relu__0" -> "303 GoogLeNet/Inception[a5]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "303 GoogLeNet/Inception[a5]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "304 GoogLeNet/Inception[a5]/cat_0";
 "304 GoogLeNet/Inception[a5]/cat_0" -> "306 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
@@ -680,39 +680,39 @@ strict digraph  {
 "304 GoogLeNet/Inception[a5]/cat_0" -> "321 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "304 GoogLeNet/Inception[a5]/cat_0" -> "335 GoogLeNet/Inception[b5]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "305 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "306 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"306 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "307 GoogLeNet/Inception[b5]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"307 GoogLeNet/Inception[b5]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "308 GoogLeNet/Inception[b5]/Sequential[b1]/ReLU[2]/relu__0";
+"306 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "307 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"307 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "308 GoogLeNet/Inception[b5]/Sequential[b1]/ReLU[2]/relu__0";
 "308 GoogLeNet/Inception[b5]/Sequential[b1]/ReLU[2]/relu__0" -> "309 GoogLeNet/Inception[b5]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "309 GoogLeNet/Inception[b5]/Sequential[b1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "341 GoogLeNet/Inception[b5]/cat_0";
 "310 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "311 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"311 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "312 GoogLeNet/Inception[b5]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"312 GoogLeNet/Inception[b5]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "313 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[2]/relu__0";
+"311 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "312 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"312 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "313 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[2]/relu__0";
 "313 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[2]/relu__0" -> "314 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "314 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "316 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "315 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "316 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"316 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "317 GoogLeNet/Inception[b5]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"317 GoogLeNet/Inception[b5]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "318 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[5]/relu__0";
+"316 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "317 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"317 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "318 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[5]/relu__0";
 "318 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[5]/relu__0" -> "319 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "319 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "341 GoogLeNet/Inception[b5]/cat_0";
 "320 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "321 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"321 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "322 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"322 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "323 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[2]/relu__0";
+"321 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "322 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"322 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "323 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[2]/relu__0";
 "323 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[2]/relu__0" -> "324 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "324 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "326 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "325 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "326 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"326 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "327 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"327 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "328 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[5]/relu__0";
+"326 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "327 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"327 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "328 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[5]/relu__0";
 "328 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[5]/relu__0" -> "329 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "329 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "331 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "330 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "331 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"331 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "332 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"332 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "333 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[8]/relu__0";
+"331 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "332 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"332 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "333 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[8]/relu__0";
 "333 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[8]/relu__0" -> "334 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "334 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "341 GoogLeNet/Inception[b5]/cat_0";
 "335 GoogLeNet/Inception[b5]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "337 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "336 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "337 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"337 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "338 GoogLeNet/Inception[b5]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"338 GoogLeNet/Inception[b5]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "339 GoogLeNet/Inception[b5]/Sequential[b4]/ReLU[3]/relu__0";
+"337 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "338 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"338 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "339 GoogLeNet/Inception[b5]/Sequential[b4]/ReLU[3]/relu__0";
 "339 GoogLeNet/Inception[b5]/Sequential[b4]/ReLU[3]/relu__0" -> "340 GoogLeNet/Inception[b5]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "340 GoogLeNet/Inception[b5]/Sequential[b4]/ReLU[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "341 GoogLeNet/Inception[b5]/cat_0";
 "341 GoogLeNet/Inception[b5]/cat_0" -> "342 GoogLeNet/AvgPool2d[avgpool]/avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/inception_v3.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/inception_v3.dot
index b3463718361..551ee708686 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/inception_v3.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/inception_v3.dot
@@ -22,376 +22,376 @@ strict digraph  {
 "20 Inception3/cat_0" [id=20, type=cat];
 "21 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=21, type=asymmetric_quantize];
 "22 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" [id=22, type=conv2d];
-"23 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=23, type=batch_norm];
+"23 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=23, type=batch_norm];
 "24 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" [id=24, type=relu_];
 "25 Inception3/BasicConv2d[Conv2d_1a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=25, type=asymmetric_quantize];
 "26 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=26, type=asymmetric_quantize];
 "27 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" [id=27, type=conv2d];
-"28 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=28, type=batch_norm];
+"28 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=28, type=batch_norm];
 "29 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" [id=29, type=relu_];
 "30 Inception3/BasicConv2d[Conv2d_2a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=30, type=asymmetric_quantize];
 "31 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=31, type=asymmetric_quantize];
 "32 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" [id=32, type=conv2d];
-"33 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=33, type=batch_norm];
+"33 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=33, type=batch_norm];
 "34 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" [id=34, type=relu_];
 "35 Inception3/BasicConv2d[Conv2d_2b_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=35, type=asymmetric_quantize];
 "36 Inception3/max_pool2d_0" [id=36, type=max_pool2d];
 "37 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=37, type=asymmetric_quantize];
 "38 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" [id=38, type=conv2d];
-"39 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" [id=39, type=batch_norm];
+"39 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=39, type=batch_norm];
 "40 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" [id=40, type=relu_];
 "41 Inception3/BasicConv2d[Conv2d_3b_1x1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=41, type=asymmetric_quantize];
 "42 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=42, type=asymmetric_quantize];
 "43 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" [id=43, type=conv2d];
-"44 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=44, type=batch_norm];
+"44 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=44, type=batch_norm];
 "45 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" [id=45, type=relu_];
 "46 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=46, type=asymmetric_quantize];
 "47 Inception3/max_pool2d_1" [id=47, type=max_pool2d];
 "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=48, type=asymmetric_quantize];
 "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=49, type=conv2d];
-"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=50, type=batch_norm];
+"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=50, type=batch_norm];
 "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" [id=51, type=relu_];
 "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=52, type=asymmetric_quantize];
 "53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=53, type=asymmetric_quantize];
 "54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" [id=54, type=conv2d];
-"55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" [id=55, type=batch_norm];
+"55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=55, type=batch_norm];
 "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" [id=56, type=relu_];
 "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=57, type=asymmetric_quantize];
 "58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=58, type=asymmetric_quantize];
 "59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" [id=59, type=conv2d];
-"60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" [id=60, type=batch_norm];
+"60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=60, type=batch_norm];
 "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" [id=61, type=relu_];
 "62 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=62, type=asymmetric_quantize];
 "63 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=63, type=asymmetric_quantize];
 "64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=64, type=conv2d];
-"65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=65, type=batch_norm];
+"65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=65, type=batch_norm];
 "66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=66, type=relu_];
 "67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=67, type=asymmetric_quantize];
 "68 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=68, type=asymmetric_quantize];
 "69 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=69, type=conv2d];
-"70 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=70, type=batch_norm];
+"70 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=70, type=batch_norm];
 "71 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=71, type=relu_];
 "72 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=72, type=asymmetric_quantize];
 "73 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=73, type=asymmetric_quantize];
 "74 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=74, type=conv2d];
-"75 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=75, type=batch_norm];
+"75 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=75, type=batch_norm];
 "76 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0" [id=76, type=relu_];
 "77 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=77, type=asymmetric_quantize];
 "78 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0" [id=78, type=avg_pool2d];
 "79 Inception3/InceptionA[Mixed_5b]/AsymmetricQuantizer/asymmetric_quantize_0" [id=79, type=asymmetric_quantize];
 "80 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=80, type=asymmetric_quantize];
 "81 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=81, type=conv2d];
-"82 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=82, type=batch_norm];
+"82 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=82, type=batch_norm];
 "83 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0" [id=83, type=relu_];
 "84 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" [id=84, type=asymmetric_quantize];
 "85 Inception3/InceptionA[Mixed_5b]/cat_0" [id=85, type=cat];
 "86 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=86, type=asymmetric_quantize];
 "87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=87, type=conv2d];
-"88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=88, type=batch_norm];
+"88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=88, type=batch_norm];
 "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0" [id=89, type=relu_];
 "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=90, type=asymmetric_quantize];
 "91 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=91, type=asymmetric_quantize];
 "92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" [id=92, type=conv2d];
-"93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" [id=93, type=batch_norm];
+"93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=93, type=batch_norm];
 "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0" [id=94, type=relu_];
 "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=95, type=asymmetric_quantize];
 "96 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=96, type=asymmetric_quantize];
 "97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" [id=97, type=conv2d];
-"98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" [id=98, type=batch_norm];
+"98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=98, type=batch_norm];
 "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0" [id=99, type=relu_];
 "100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=100, type=asymmetric_quantize];
 "101 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=101, type=asymmetric_quantize];
 "102 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=102, type=conv2d];
-"103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=103, type=batch_norm];
+"103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=103, type=batch_norm];
 "104 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=104, type=relu_];
 "105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=105, type=asymmetric_quantize];
 "106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=106, type=asymmetric_quantize];
 "107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=107, type=conv2d];
-"108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=108, type=batch_norm];
+"108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=108, type=batch_norm];
 "109 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=109, type=relu_];
 "110 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=110, type=asymmetric_quantize];
 "111 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=111, type=asymmetric_quantize];
 "112 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=112, type=conv2d];
-"113 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=113, type=batch_norm];
+"113 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=113, type=batch_norm];
 "114 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0" [id=114, type=relu_];
 "115 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=115, type=asymmetric_quantize];
 "116 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0" [id=116, type=avg_pool2d];
 "117 Inception3/InceptionA[Mixed_5c]/AsymmetricQuantizer/asymmetric_quantize_0" [id=117, type=asymmetric_quantize];
 "118 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=118, type=asymmetric_quantize];
 "119 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=119, type=conv2d];
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-"239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=239, type=batch_norm];
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-"244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" [id=244, type=batch_norm];
+"244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=244, type=batch_norm];
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-"249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" [id=249, type=batch_norm];
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 "253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" [id=253, type=conv2d];
-"254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=254, type=batch_norm];
+"254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=254, type=batch_norm];
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 "358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=358, type=asymmetric_quantize];
 "359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" [id=359, type=conv2d];
-"360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=360, type=batch_norm];
+"360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=360, type=batch_norm];
 "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0" [id=361, type=relu_];
 "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=362, type=asymmetric_quantize];
 "363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=363, type=asymmetric_quantize];
 "364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=364, type=conv2d];
-"365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=365, type=batch_norm];
+"365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=365, type=batch_norm];
 "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0" [id=366, type=relu_];
 "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=367, type=asymmetric_quantize];
 "368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=368, type=asymmetric_quantize];
 "369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=369, type=conv2d];
-"370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=370, type=batch_norm];
+"370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=370, type=batch_norm];
 "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0" [id=371, type=relu_];
 "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=372, type=asymmetric_quantize];
 "373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=373, type=asymmetric_quantize];
 "374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=374, type=conv2d];
-"375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=375, type=batch_norm];
+"375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=375, type=batch_norm];
 "376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0" [id=376, type=relu_];
 "377 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=377, type=asymmetric_quantize];
 "378 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=378, type=asymmetric_quantize];
 "379 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" [id=379, type=conv2d];
-"380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" [id=380, type=batch_norm];
+"380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=380, type=batch_norm];
 "381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0" [id=381, type=relu_];
 "382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0" [id=382, type=asymmetric_quantize];
 "383 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=383, type=asymmetric_quantize];
 "384 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" [id=384, type=conv2d];
-"385 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" [id=385, type=batch_norm];
+"385 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" [id=385, type=batch_norm];
 "386 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0" [id=386, type=relu_];
 "387 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=387, type=asymmetric_quantize];
 "388 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0" [id=388, type=avg_pool2d];
 "389 Inception3/InceptionC[Mixed_6e]/AsymmetricQuantizer/asymmetric_quantize_0" [id=389, type=asymmetric_quantize];
 "390 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=390, type=asymmetric_quantize];
 "391 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=391, type=conv2d];
-"392 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=392, type=batch_norm];
+"392 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=392, type=batch_norm];
 "393 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0" [id=393, type=relu_];
 "394 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" [id=394, type=asymmetric_quantize];
 "395 Inception3/InceptionC[Mixed_6e]/cat_0" [id=395, type=cat];
@@ -407,75 +407,75 @@ strict digraph  {
 "405 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0" [id=405, type=linear];
 "406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=406, type=asymmetric_quantize];
 "407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [id=407, type=conv2d];
-"408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=408, type=batch_norm];
+"408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=408, type=batch_norm];
 "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0" [id=409, type=relu_];
 "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=410, type=asymmetric_quantize];
 "411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=411, type=asymmetric_quantize];
 "412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" [id=412, type=conv2d];
-"413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0" [id=413, type=batch_norm];
+"413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=413, type=batch_norm];
 "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0" [id=414, type=relu_];
 "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=415, type=asymmetric_quantize];
 "416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=416, type=asymmetric_quantize];
 "417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" [id=417, type=conv2d];
-"418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=418, type=batch_norm];
+"418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=418, type=batch_norm];
 "419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0" [id=419, type=relu_];
 "420 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=420, type=asymmetric_quantize];
 "421 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=421, type=asymmetric_quantize];
 "422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" [id=422, type=conv2d];
-"423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0" [id=423, type=batch_norm];
+"423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=423, type=batch_norm];
 "424 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0" [id=424, type=relu_];
 "425 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=425, type=asymmetric_quantize];
 "426 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=426, type=asymmetric_quantize];
 "427 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" [id=427, type=conv2d];
-"428 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0" [id=428, type=batch_norm];
+"428 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=428, type=batch_norm];
 "429 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0" [id=429, type=relu_];
 "430 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=430, type=asymmetric_quantize];
 "431 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=431, type=asymmetric_quantize];
 "432 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" [id=432, type=conv2d];
-"433 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" [id=433, type=batch_norm];
+"433 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=433, type=batch_norm];
 "434 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0" [id=434, type=relu_];
 "435 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/AsymmetricQuantizer/asymmetric_quantize_0" [id=435, type=asymmetric_quantize];
 "436 Inception3/InceptionD[Mixed_7a]/max_pool2d_0" [id=436, type=max_pool2d];
 "437 Inception3/InceptionD[Mixed_7a]/cat_0" [id=437, type=cat];
 "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=438, type=asymmetric_quantize];
 "439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=439, type=conv2d];
-"440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=440, type=batch_norm];
+"440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=440, type=batch_norm];
 "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0" [id=441, type=relu_];
 "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=442, type=asymmetric_quantize];
 "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=443, type=asymmetric_quantize];
 "444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [id=444, type=conv2d];
-"445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=445, type=batch_norm];
+"445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=445, type=batch_norm];
 "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0" [id=446, type=relu_];
 "447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=447, type=asymmetric_quantize];
 "448 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=448, type=asymmetric_quantize];
 "449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" [id=449, type=conv2d];
-"450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" [id=450, type=batch_norm];
+"450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" [id=450, type=batch_norm];
 "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0" [id=451, type=relu_];
 "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0" [id=452, type=asymmetric_quantize];
 "453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=453, type=asymmetric_quantize];
 "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" [id=454, type=conv2d];
-"455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" [id=455, type=batch_norm];
+"455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" [id=455, type=batch_norm];
 "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" [id=456, type=relu_];
 "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0" [id=457, type=asymmetric_quantize];
 "458 Inception3/InceptionE[Mixed_7b]/cat_0" [id=458, type=cat];
 "459 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=459, type=asymmetric_quantize];
 "460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=460, type=conv2d];
-"461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=461, type=batch_norm];
+"461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=461, type=batch_norm];
 "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=462, type=relu_];
 "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=463, type=asymmetric_quantize];
 "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=464, type=asymmetric_quantize];
 "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=465, type=conv2d];
-"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=466, type=batch_norm];
+"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=466, type=batch_norm];
 "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=467, type=relu_];
 "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=468, type=asymmetric_quantize];
 "469 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=469, type=asymmetric_quantize];
 "470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" [id=470, type=conv2d];
-"471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=471, type=batch_norm];
+"471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=471, type=batch_norm];
 "472 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=472, type=relu_];
 "473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0" [id=473, type=asymmetric_quantize];
 "474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=474, type=asymmetric_quantize];
 "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [id=475, type=conv2d];
-"476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=476, type=batch_norm];
+"476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=476, type=batch_norm];
 "477 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=477, type=relu_];
 "478 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0" [id=478, type=asymmetric_quantize];
 "479 Inception3/InceptionE[Mixed_7b]/cat_1" [id=479, type=cat];
@@ -483,49 +483,49 @@ strict digraph  {
 "481 Inception3/InceptionE[Mixed_7b]/AsymmetricQuantizer/asymmetric_quantize_0" [id=481, type=asymmetric_quantize];
 "482 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=482, type=asymmetric_quantize];
 "483 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=483, type=conv2d];
-"484 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=484, type=batch_norm];
+"484 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=484, type=batch_norm];
 "485 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" [id=485, type=relu_];
 "486 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" [id=486, type=asymmetric_quantize];
 "487 Inception3/InceptionE[Mixed_7b]/cat_2" [id=487, type=cat];
 "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=488, type=asymmetric_quantize];
 "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=489, type=conv2d];
-"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=490, type=batch_norm];
+"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=490, type=batch_norm];
 "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" [id=491, type=relu_];
 "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=492, type=asymmetric_quantize];
 "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=493, type=asymmetric_quantize];
 "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [id=494, type=conv2d];
-"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=495, type=batch_norm];
+"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=495, type=batch_norm];
 "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" [id=496, type=relu_];
 "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=497, type=asymmetric_quantize];
 "498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=498, type=asymmetric_quantize];
 "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" [id=499, type=conv2d];
-"500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" [id=500, type=batch_norm];
+"500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" [id=500, type=batch_norm];
 "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" [id=501, type=relu_];
 "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0" [id=502, type=asymmetric_quantize];
 "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=503, type=asymmetric_quantize];
 "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" [id=504, type=conv2d];
-"505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" [id=505, type=batch_norm];
+"505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" [id=505, type=batch_norm];
 "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" [id=506, type=relu_];
 "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0" [id=507, type=asymmetric_quantize];
 "508 Inception3/InceptionE[Mixed_7c]/cat_0" [id=508, type=cat];
 "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=509, type=asymmetric_quantize];
 "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=510, type=conv2d];
-"511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=511, type=batch_norm];
+"511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=511, type=batch_norm];
 "512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=512, type=relu_];
 "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=513, type=asymmetric_quantize];
 "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=514, type=asymmetric_quantize];
 "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=515, type=conv2d];
-"516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=516, type=batch_norm];
+"516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=516, type=batch_norm];
 "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=517, type=relu_];
 "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=518, type=asymmetric_quantize];
 "519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=519, type=asymmetric_quantize];
 "520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" [id=520, type=conv2d];
-"521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=521, type=batch_norm];
+"521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=521, type=batch_norm];
 "522 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=522, type=relu_];
 "523 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0" [id=523, type=asymmetric_quantize];
 "524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=524, type=asymmetric_quantize];
 "525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [id=525, type=conv2d];
-"526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=526, type=batch_norm];
+"526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=526, type=batch_norm];
 "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=527, type=relu_];
 "528 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0" [id=528, type=asymmetric_quantize];
 "529 Inception3/InceptionE[Mixed_7c]/cat_1" [id=529, type=cat];
@@ -533,7 +533,7 @@ strict digraph  {
 "531 Inception3/InceptionE[Mixed_7c]/AsymmetricQuantizer/asymmetric_quantize_0" [id=531, type=asymmetric_quantize];
 "532 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=532, type=asymmetric_quantize];
 "533 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=533, type=conv2d];
-"534 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=534, type=batch_norm];
+"534 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=534, type=batch_norm];
 "535 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" [id=535, type=relu_];
 "536 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" [id=536, type=asymmetric_quantize];
 "537 Inception3/InceptionE[Mixed_7c]/cat_2" [id=537, type=cat];
@@ -569,29 +569,29 @@ strict digraph  {
 "19 Inception3/AsymmetricQuantizer/asymmetric_quantize_5" -> "20 Inception3/cat_0";
 "20 Inception3/cat_0" -> "22 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "21 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "22 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"22 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "23 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"23 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "24 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
+"22 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "23 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"23 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "24 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
 "24 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" -> "25 Inception3/BasicConv2d[Conv2d_1a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "25 Inception3/BasicConv2d[Conv2d_1a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "26 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "27 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"27 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "28 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"28 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "29 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
+"27 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "28 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"28 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "29 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
 "29 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" -> "30 Inception3/BasicConv2d[Conv2d_2a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "30 Inception3/BasicConv2d[Conv2d_2a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "32 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0";
 "31 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "32 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0";
-"32 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "33 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"33 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "34 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
+"32 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "33 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"33 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "34 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
 "34 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" -> "35 Inception3/BasicConv2d[Conv2d_2b_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "35 Inception3/BasicConv2d[Conv2d_2b_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "36 Inception3/max_pool2d_0";
 "36 Inception3/max_pool2d_0" -> "38 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
 "37 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "38 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
-"38 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "39 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0";
-"39 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" -> "40 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
+"38 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "39 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"39 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "40 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
 "40 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" -> "41 Inception3/BasicConv2d[Conv2d_3b_1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "41 Inception3/BasicConv2d[Conv2d_3b_1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "43 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "42 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "43 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"43 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "44 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"44 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "45 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
+"43 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "44 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"44 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "45 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
 "45 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" -> "46 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "46 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "47 Inception3/max_pool2d_1";
 "47 Inception3/max_pool2d_1" -> "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -599,81 +599,81 @@ strict digraph  {
 "47 Inception3/max_pool2d_1" -> "64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "47 Inception3/max_pool2d_1" -> "78 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0";
 "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
+"49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
 "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "85 Inception3/InceptionA[Mixed_5b]/cat_0";
 "53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
+"54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
 "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" -> "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
+"59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
 "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" -> "62 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "62 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "85 Inception3/InceptionA[Mixed_5b]/cat_0";
 "63 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "69 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "68 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "69 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"69 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "70 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"70 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "71 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"69 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "70 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"70 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "71 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "71 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "72 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "72 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "74 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "73 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "74 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"74 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "75 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"75 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "76 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"74 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "75 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"75 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "76 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "76 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "77 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "77 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "85 Inception3/InceptionA[Mixed_5b]/cat_0";
 "78 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0" -> "79 Inception3/InceptionA[Mixed_5b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "79 Inception3/InceptionA[Mixed_5b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "81 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "80 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "81 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"81 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "82 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"82 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "83 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
+"81 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "82 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"82 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "83 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
 "83 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0" -> "84 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "84 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "85 Inception3/InceptionA[Mixed_5b]/cat_0";
 "85 Inception3/InceptionA[Mixed_5b]/cat_0" -> "87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "85 Inception3/InceptionA[Mixed_5b]/cat_0" -> "92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
 "86 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
+"87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
 "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0" -> "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "91 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
+"92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
 "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0" -> "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "96 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
+"97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
 "85 Inception3/InceptionA[Mixed_5b]/cat_0" -> "102 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "85 Inception3/InceptionA[Mixed_5b]/cat_0" -> "116 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0";
 "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "123 Inception3/InceptionA[Mixed_5c]/cat_0";
 "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0" -> "100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "123 Inception3/InceptionA[Mixed_5c]/cat_0";
 "101 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "102 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"102 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "104 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"102 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "104 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "104 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "109 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "109 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "109 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "110 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "110 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "112 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "111 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "112 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"112 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "113 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"113 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "114 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"112 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "113 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"113 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "114 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "114 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "115 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "115 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "123 Inception3/InceptionA[Mixed_5c]/cat_0";
 "116 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0" -> "117 Inception3/InceptionA[Mixed_5c]/AsymmetricQuantizer/asymmetric_quantize_0";
 "117 Inception3/InceptionA[Mixed_5c]/AsymmetricQuantizer/asymmetric_quantize_0" -> "119 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "118 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "119 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"119 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "120 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"120 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "121 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
+"119 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "120 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"120 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "121 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
 "121 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0" -> "122 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "122 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "123 Inception3/InceptionA[Mixed_5c]/cat_0";
 "123 Inception3/InceptionA[Mixed_5c]/cat_0" -> "125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -681,63 +681,63 @@ strict digraph  {
 "123 Inception3/InceptionA[Mixed_5c]/cat_0" -> "140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "123 Inception3/InceptionA[Mixed_5c]/cat_0" -> "154 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0";
 "124 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
+"125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
 "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0" -> "128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "161 Inception3/InceptionA[Mixed_5d]/cat_0";
 "129 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
+"130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
 "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0" -> "133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
+"135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
 "137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0" -> "138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "161 Inception3/InceptionA[Mixed_5d]/cat_0";
 "139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "142 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "142 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "142 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "143 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "143 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "144 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "148 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "148 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "150 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "149 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "150 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"150 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "151 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"151 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "152 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"150 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "151 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"151 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "152 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "152 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "153 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "153 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "161 Inception3/InceptionA[Mixed_5d]/cat_0";
 "154 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0" -> "155 Inception3/InceptionA[Mixed_5d]/AsymmetricQuantizer/asymmetric_quantize_0";
 "155 Inception3/InceptionA[Mixed_5d]/AsymmetricQuantizer/asymmetric_quantize_0" -> "157 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "156 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "157 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"157 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "158 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"158 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "159 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
+"157 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "158 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"158 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "159 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
 "159 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0" -> "160 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "160 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "161 Inception3/InceptionA[Mixed_5d]/cat_0";
 "161 Inception3/InceptionA[Mixed_5d]/cat_0" -> "163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
 "161 Inception3/InceptionA[Mixed_5d]/cat_0" -> "168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "161 Inception3/InceptionA[Mixed_5d]/cat_0" -> "182 Inception3/InceptionB[Mixed_6a]/max_pool2d_0";
 "162 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
-"163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0";
-"164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0" -> "165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
+"163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
 "165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0" -> "166 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "166 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "183 Inception3/InceptionB[Mixed_6a]/cat_0";
 "167 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "170 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "170 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "170 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "171 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "171 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "173 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "172 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "173 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"173 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "174 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"174 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "175 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"173 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "174 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"174 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "175 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "175 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "176 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "176 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "178 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "177 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "178 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"178 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "179 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"179 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "180 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"178 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "179 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"179 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "180 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "180 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "181 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "181 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "183 Inception3/InceptionB[Mixed_6a]/cat_0";
 "182 Inception3/InceptionB[Mixed_6a]/max_pool2d_0" -> "183 Inception3/InceptionB[Mixed_6a]/cat_0";
@@ -746,55 +746,55 @@ strict digraph  {
 "183 Inception3/InceptionB[Mixed_6a]/cat_0" -> "205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "183 Inception3/InceptionB[Mixed_6a]/cat_0" -> "229 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0";
 "184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
+"185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
 "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0" -> "188 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "188 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "236 Inception3/InceptionC[Mixed_6b]/cat_0";
 "189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
+"190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
 "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0" -> "193 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "193 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
+"195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
 "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0" -> "198 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "198 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
+"200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
 "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0" -> "203 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "203 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "236 Inception3/InceptionC[Mixed_6b]/cat_0";
 "204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "208 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "208 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "217 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "217 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "217 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "218 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "218 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "220 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "219 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "220 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"220 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "222 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"220 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "222 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "222 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "223 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "223 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "224 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "225 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"225 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "226 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"226 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "227 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"225 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "226 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"226 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "227 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "227 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "228 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "228 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "236 Inception3/InceptionC[Mixed_6b]/cat_0";
 "229 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0" -> "230 Inception3/InceptionC[Mixed_6b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "230 Inception3/InceptionC[Mixed_6b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "232 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "231 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "232 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"232 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "233 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"233 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "234 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
+"232 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "233 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"233 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "234 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
 "234 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0" -> "235 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "235 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "236 Inception3/InceptionC[Mixed_6b]/cat_0";
 "236 Inception3/InceptionC[Mixed_6b]/cat_0" -> "238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -802,55 +802,55 @@ strict digraph  {
 "236 Inception3/InceptionC[Mixed_6b]/cat_0" -> "258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "236 Inception3/InceptionC[Mixed_6b]/cat_0" -> "282 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0";
 "237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
+"238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
 "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0" -> "241 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "241 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "289 Inception3/InceptionC[Mixed_6c]/cat_0";
 "242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
+"243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
 "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0" -> "246 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "246 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
+"248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
 "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0" -> "251 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "251 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
+"253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
 "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0" -> "256 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "256 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "289 Inception3/InceptionC[Mixed_6c]/cat_0";
 "257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "261 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "261 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "270 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "270 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "270 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "271 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "271 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "273 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "272 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "273 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"273 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "275 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"273 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "275 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "275 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "276 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "276 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "278 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "277 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "278 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"278 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "279 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"279 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "280 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"278 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "279 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"279 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "280 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "280 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "281 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "281 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "289 Inception3/InceptionC[Mixed_6c]/cat_0";
 "282 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0" -> "283 Inception3/InceptionC[Mixed_6c]/AsymmetricQuantizer/asymmetric_quantize_0";
 "283 Inception3/InceptionC[Mixed_6c]/AsymmetricQuantizer/asymmetric_quantize_0" -> "285 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "284 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "285 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"285 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "286 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"286 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "287 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
+"285 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "286 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"286 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "287 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
 "287 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0" -> "288 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "288 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "289 Inception3/InceptionC[Mixed_6c]/cat_0";
 "289 Inception3/InceptionC[Mixed_6c]/cat_0" -> "291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -858,55 +858,55 @@ strict digraph  {
 "289 Inception3/InceptionC[Mixed_6c]/cat_0" -> "311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "289 Inception3/InceptionC[Mixed_6c]/cat_0" -> "335 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0";
 "290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
+"291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
 "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0" -> "294 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "294 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "342 Inception3/InceptionC[Mixed_6d]/cat_0";
 "295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
+"296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
 "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0" -> "299 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "299 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
+"301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
 "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0" -> "304 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "304 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
+"306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
 "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0" -> "309 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "309 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "342 Inception3/InceptionC[Mixed_6d]/cat_0";
 "310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "314 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "314 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "323 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "323 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "323 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "324 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "324 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "326 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "325 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "326 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"326 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "328 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"326 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "328 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "328 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "329 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "329 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "331 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "330 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "331 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"331 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "332 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"332 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "333 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"331 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "332 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"332 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "333 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "333 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "334 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "334 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "342 Inception3/InceptionC[Mixed_6d]/cat_0";
 "335 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0" -> "336 Inception3/InceptionC[Mixed_6d]/AsymmetricQuantizer/asymmetric_quantize_0";
 "336 Inception3/InceptionC[Mixed_6d]/AsymmetricQuantizer/asymmetric_quantize_0" -> "338 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "337 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "338 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"338 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "339 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"339 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "340 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
+"338 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "339 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"339 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "340 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
 "340 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0" -> "341 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "341 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "342 Inception3/InceptionC[Mixed_6d]/cat_0";
 "342 Inception3/InceptionC[Mixed_6d]/cat_0" -> "344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -914,55 +914,55 @@ strict digraph  {
 "342 Inception3/InceptionC[Mixed_6d]/cat_0" -> "364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "342 Inception3/InceptionC[Mixed_6d]/cat_0" -> "388 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0";
 "343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
+"344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
 "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0" -> "347 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "347 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "395 Inception3/InceptionC[Mixed_6e]/cat_0";
 "348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
+"349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
 "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0" -> "352 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "352 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
+"354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
 "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0" -> "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
+"359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
 "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0" -> "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "395 Inception3/InceptionC[Mixed_6e]/cat_0";
 "363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "377 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "377 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "379 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "378 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "379 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"379 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"379 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "384 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "383 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "384 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"384 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "385 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"385 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "386 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"384 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "385 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"385 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "386 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "386 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "387 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "387 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "395 Inception3/InceptionC[Mixed_6e]/cat_0";
 "388 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0" -> "389 Inception3/InceptionC[Mixed_6e]/AsymmetricQuantizer/asymmetric_quantize_0";
 "389 Inception3/InceptionC[Mixed_6e]/AsymmetricQuantizer/asymmetric_quantize_0" -> "391 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "390 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "391 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"391 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "392 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"392 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "393 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
+"391 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "392 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"392 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "393 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
 "393 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0" -> "394 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "394 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "395 Inception3/InceptionC[Mixed_6e]/cat_0";
 "395 Inception3/InceptionC[Mixed_6e]/cat_0" -> "396 Inception3/InceptionAux[AuxLogits]/avg_pool2d_0";
@@ -980,33 +980,33 @@ strict digraph  {
 "404 Inception3/InceptionAux[AuxLogits]/view_0" -> "405 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0";
 "405 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0" -> "545 /nncf_model_output_1";
 "406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
+"407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
 "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0" -> "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0";
 "411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0";
-"412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
+"412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
 "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0" -> "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "437 Inception3/InceptionD[Mixed_7a]/cat_0";
 "416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0";
-"417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
+"417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
 "419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0" -> "420 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "420 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0";
 "421 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0";
-"422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "424 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
+"422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "424 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
 "424 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0" -> "425 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "425 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "427 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0";
 "426 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "427 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0";
-"427 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "428 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0";
-"428 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0" -> "429 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
+"427 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "428 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"428 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "429 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
 "429 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0" -> "430 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "430 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "432 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0";
 "431 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "432 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0";
-"432 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "433 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0";
-"433 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" -> "434 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
+"432 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "433 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"433 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "434 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
 "434 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0" -> "435 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "435 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "437 Inception3/InceptionD[Mixed_7a]/cat_0";
 "436 Inception3/InceptionD[Mixed_7a]/max_pool2d_0" -> "437 Inception3/InceptionD[Mixed_7a]/cat_0";
@@ -1015,54 +1015,54 @@ strict digraph  {
 "437 Inception3/InceptionD[Mixed_7a]/cat_0" -> "460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "437 Inception3/InceptionD[Mixed_7a]/cat_0" -> "480 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0";
 "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
+"439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
 "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0" -> "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "487 Inception3/InceptionE[Mixed_7b]/cat_2";
 "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
+"444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
 "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0" -> "447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
 "447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
 "448 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
-"449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
+"449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
 "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0" -> "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0";
 "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0" -> "458 Inception3/InceptionE[Mixed_7b]/cat_0";
 "453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
-"454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
+"454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
 "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" -> "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "458 Inception3/InceptionE[Mixed_7b]/cat_0";
 "458 Inception3/InceptionE[Mixed_7b]/cat_0" -> "487 Inception3/InceptionE[Mixed_7b]/cat_2";
 "459 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
 "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
 "469 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
-"470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "472 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "472 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "472 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0";
 "473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0" -> "479 Inception3/InceptionE[Mixed_7b]/cat_1";
 "474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
-"475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "477 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "477 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "477 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "478 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "478 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "479 Inception3/InceptionE[Mixed_7b]/cat_1";
 "479 Inception3/InceptionE[Mixed_7b]/cat_1" -> "487 Inception3/InceptionE[Mixed_7b]/cat_2";
 "480 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0" -> "481 Inception3/InceptionE[Mixed_7b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "481 Inception3/InceptionE[Mixed_7b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "483 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "482 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "483 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"483 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "484 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"484 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "485 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
+"483 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "484 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"484 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "485 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
 "485 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" -> "486 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "486 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "487 Inception3/InceptionE[Mixed_7b]/cat_2";
 "487 Inception3/InceptionE[Mixed_7b]/cat_2" -> "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -1070,54 +1070,54 @@ strict digraph  {
 "487 Inception3/InceptionE[Mixed_7b]/cat_2" -> "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "487 Inception3/InceptionE[Mixed_7b]/cat_2" -> "530 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0";
 "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
+"489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
 "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" -> "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "537 Inception3/InceptionE[Mixed_7c]/cat_2";
 "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
+"494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
 "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" -> "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
 "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
 "498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
-"499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
+"499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
 "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" -> "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0";
 "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0" -> "508 Inception3/InceptionE[Mixed_7c]/cat_0";
 "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
-"504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
+"504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
 "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" -> "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "508 Inception3/InceptionE[Mixed_7c]/cat_0";
 "508 Inception3/InceptionE[Mixed_7c]/cat_0" -> "537 Inception3/InceptionE[Mixed_7c]/cat_2";
 "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
 "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
 "519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
-"520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "522 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "522 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "522 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "523 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0";
 "523 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0" -> "529 Inception3/InceptionE[Mixed_7c]/cat_1";
 "524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
-"525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "528 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "528 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "529 Inception3/InceptionE[Mixed_7c]/cat_1";
 "529 Inception3/InceptionE[Mixed_7c]/cat_1" -> "537 Inception3/InceptionE[Mixed_7c]/cat_2";
 "530 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0" -> "531 Inception3/InceptionE[Mixed_7c]/AsymmetricQuantizer/asymmetric_quantize_0";
 "531 Inception3/InceptionE[Mixed_7c]/AsymmetricQuantizer/asymmetric_quantize_0" -> "533 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "532 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "533 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"533 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "534 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"534 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "535 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
+"533 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "534 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"534 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "535 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
 "535 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" -> "536 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "536 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "537 Inception3/InceptionE[Mixed_7c]/cat_2";
 "537 Inception3/InceptionE[Mixed_7c]/cat_2" -> "538 Inception3/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/mobilenet_v2.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/mobilenet_v2.dot
index 6658f996576..582bbe1c6e7 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/mobilenet_v2.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/mobilenet_v2.dot
@@ -3,270 +3,270 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=3, type=conv2d];
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=4, type=batch_norm];
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=4, type=batch_norm];
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=5, type=hardtanh];
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=6, type=asymmetric_quantize];
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=7, type=asymmetric_quantize];
 "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=8, type=conv2d];
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=9, type=batch_norm];
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=9, type=batch_norm];
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=10, type=hardtanh];
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=11, type=asymmetric_quantize];
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=12, type=asymmetric_quantize];
 "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" [id=13, type=conv2d];
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" [id=14, type=batch_norm];
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=15, type=asymmetric_quantize];
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" [id=14, type=batch_norm];
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=15, type=asymmetric_quantize];
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=16, type=asymmetric_quantize];
 "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=17, type=conv2d];
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=18, type=batch_norm];
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=18, type=batch_norm];
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=19, type=hardtanh];
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+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=227, type=asymmetric_quantize];
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" [id=228, type=__add__];
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/AsymmetricQuantizer/asymmetric_quantize_0" [id=229, type=asymmetric_quantize];
 "230 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=230, type=asymmetric_quantize];
 "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=231, type=conv2d];
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=232, type=batch_norm];
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=232, type=batch_norm];
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=233, type=hardtanh];
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=234, type=asymmetric_quantize];
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=235, type=asymmetric_quantize];
 "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=236, type=conv2d];
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=237, type=batch_norm];
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=237, type=batch_norm];
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=238, type=hardtanh];
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=239, type=asymmetric_quantize];
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=240, type=asymmetric_quantize];
 "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=241, type=conv2d];
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=242, type=batch_norm];
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=243, type=asymmetric_quantize];
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=242, type=batch_norm];
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=243, type=asymmetric_quantize];
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" [id=244, type=__add__];
 "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/AsymmetricQuantizer/asymmetric_quantize_0" [id=245, type=asymmetric_quantize];
 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=246, type=asymmetric_quantize];
 "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=247, type=conv2d];
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=248, type=batch_norm];
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=248, type=batch_norm];
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=249, type=hardtanh];
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=250, type=asymmetric_quantize];
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=251, type=asymmetric_quantize];
 "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=252, type=conv2d];
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=253, type=batch_norm];
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=253, type=batch_norm];
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=254, type=hardtanh];
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=255, type=asymmetric_quantize];
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=256, type=asymmetric_quantize];
 "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=257, type=conv2d];
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=258, type=batch_norm];
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=259, type=asymmetric_quantize];
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=258, type=batch_norm];
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=259, type=asymmetric_quantize];
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=260, type=asymmetric_quantize];
 "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" [id=261, type=conv2d];
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" [id=262, type=batch_norm];
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" [id=262, type=batch_norm];
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" [id=263, type=hardtanh];
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=264, type=asymmetric_quantize];
 "265 MobileNetV2/adaptive_avg_pool2d_0" [id=265, type=adaptive_avg_pool2d];
 "266 MobileNetV2/AsymmetricQuantizer/asymmetric_quantize_0" [id=266, type=asymmetric_quantize];
-"267 MobileNetV2/flatten_0" [id=267, type=flatten];
+"267 MobileNetV2/reshape_0" [id=267, type=reshape];
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" [id=268, type=dropout];
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=269, type=asymmetric_quantize];
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" [id=270, type=linear];
@@ -274,281 +274,281 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
-"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0";
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0";
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "46 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "51 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "56 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "60 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "65 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "70 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "76 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "81 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "86 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
+"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/AsymmetricQuantizer/asymmetric_quantize_0";
 "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/AsymmetricQuantizer/asymmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "92 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "97 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "102 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "106 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "111 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "116 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "122 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "127 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "132 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
+"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/AsymmetricQuantizer/asymmetric_quantize_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/AsymmetricQuantizer/asymmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/AsymmetricQuantizer/asymmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "138 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "143 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "148 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
+"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0" -> "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/AsymmetricQuantizer/asymmetric_quantize_0";
 "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/AsymmetricQuantizer/asymmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "154 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "159 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "164 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "168 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "173 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "178 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0" -> "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "184 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "189 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "194 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
+"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0" -> "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/AsymmetricQuantizer/asymmetric_quantize_0";
 "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/AsymmetricQuantizer/asymmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "200 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "205 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "210 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "214 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "219 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "224 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" -> "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/AsymmetricQuantizer/asymmetric_quantize_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/AsymmetricQuantizer/asymmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/AsymmetricQuantizer/asymmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "230 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
+"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" -> "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/AsymmetricQuantizer/asymmetric_quantize_0";
 "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/AsymmetricQuantizer/asymmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
+"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
-"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0";
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
+"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0";
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" -> "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "265 MobileNetV2/adaptive_avg_pool2d_0";
 "265 MobileNetV2/adaptive_avg_pool2d_0" -> "266 MobileNetV2/AsymmetricQuantizer/asymmetric_quantize_0";
-"266 MobileNetV2/AsymmetricQuantizer/asymmetric_quantize_0" -> "267 MobileNetV2/flatten_0";
-"267 MobileNetV2/flatten_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
+"266 MobileNetV2/AsymmetricQuantizer/asymmetric_quantize_0" -> "267 MobileNetV2/reshape_0";
+"267 MobileNetV2/reshape_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" -> "271 /nncf_model_output_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/mobilenet_v3_small.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/mobilenet_v3_small.dot
index d9e71b82606..5df090e105f 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/mobilenet_v3_small.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/mobilenet_v3_small.dot
@@ -3,11 +3,11 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=3, type=conv2d];
-"4 MobileNetV3/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=4, type=batch_norm];
-"5 MobileNetV3/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=5, type=asymmetric_quantize];
+"4 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=4, type=batch_norm];
+"5 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=5, type=asymmetric_quantize];
 "6 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=6, type=asymmetric_quantize];
 "7 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=7, type=conv2d];
-"8 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=8, type=batch_norm];
+"8 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=8, type=batch_norm];
 "9 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0" [id=9, type=relu_];
 "10 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=10, type=asymmetric_quantize];
 "11 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/adaptive_avg_pool2d_0" [id=11, type=adaptive_avg_pool2d];
@@ -23,46 +23,46 @@ strict digraph  {
 "21 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=21, type=asymmetric_quantize];
 "22 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=22, type=asymmetric_quantize];
 "23 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" [id=23, type=conv2d];
-"24 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0" [id=24, type=batch_norm];
-"25 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=25, type=asymmetric_quantize];
+"24 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0" [id=24, type=batch_norm];
+"25 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=25, type=asymmetric_quantize];
 "26 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=26, type=asymmetric_quantize];
 "27 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=27, type=conv2d];
-"28 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=28, type=batch_norm];
+"28 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=28, type=batch_norm];
 "29 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0" [id=29, type=relu_];
 "30 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=30, type=asymmetric_quantize];
 "31 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=31, type=asymmetric_quantize];
 "32 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=32, type=conv2d];
-"33 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=33, type=batch_norm];
+"33 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=33, type=batch_norm];
 "34 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0" [id=34, type=relu_];
 "35 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=35, type=asymmetric_quantize];
 "36 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=36, type=asymmetric_quantize];
 "37 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" [id=37, type=conv2d];
-"38 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0" [id=38, type=batch_norm];
-"39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=39, type=asymmetric_quantize];
+"38 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0" [id=38, type=batch_norm];
+"39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=39, type=asymmetric_quantize];
 "40 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=40, type=asymmetric_quantize];
 "41 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=41, type=conv2d];
-"42 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=42, type=batch_norm];
+"42 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=42, type=batch_norm];
 "43 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0" [id=43, type=relu_];
 "44 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
 "45 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=45, type=asymmetric_quantize];
 "46 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=46, type=conv2d];
-"47 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=47, type=batch_norm];
+"47 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=47, type=batch_norm];
 "48 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0" [id=48, type=relu_];
 "49 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=49, type=asymmetric_quantize];
 "50 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=50, type=asymmetric_quantize];
 "51 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" [id=51, type=conv2d];
-"52 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0" [id=52, type=batch_norm];
-"53 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=53, type=asymmetric_quantize];
+"52 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0" [id=52, type=batch_norm];
+"53 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=53, type=asymmetric_quantize];
 "54 MobileNetV3/Sequential[features]/InvertedResidual[3]/__iadd___0" [id=54, type=__iadd__];
 "55 MobileNetV3/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=55, type=asymmetric_quantize];
 "56 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=56, type=asymmetric_quantize];
 "57 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=57, type=conv2d];
-"58 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=58, type=batch_norm];
-"59 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=59, type=asymmetric_quantize];
+"58 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=58, type=batch_norm];
+"59 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=59, type=asymmetric_quantize];
 "60 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=60, type=asymmetric_quantize];
 "61 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=61, type=conv2d];
-"62 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=62, type=batch_norm];
-"63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=63, type=asymmetric_quantize];
+"62 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=62, type=batch_norm];
+"63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=63, type=asymmetric_quantize];
 "64 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" [id=64, type=adaptive_avg_pool2d];
 "65 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=65, type=asymmetric_quantize];
 "66 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=66, type=asymmetric_quantize];
@@ -76,16 +76,16 @@ strict digraph  {
 "74 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=74, type=asymmetric_quantize];
 "75 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=75, type=asymmetric_quantize];
 "76 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" [id=76, type=conv2d];
-"77 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" [id=77, type=batch_norm];
-"78 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=78, type=asymmetric_quantize];
+"77 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" [id=77, type=batch_norm];
+"78 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=78, type=asymmetric_quantize];
 "79 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=79, type=asymmetric_quantize];
 "80 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=80, type=conv2d];
-"81 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=81, type=batch_norm];
-"82 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=82, type=asymmetric_quantize];
+"81 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=81, type=batch_norm];
+"82 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=82, type=asymmetric_quantize];
 "83 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=83, type=asymmetric_quantize];
 "84 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=84, type=conv2d];
-"85 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=85, type=batch_norm];
-"86 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=86, type=asymmetric_quantize];
+"85 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=85, type=batch_norm];
+"86 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=86, type=asymmetric_quantize];
 "87 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" [id=87, type=adaptive_avg_pool2d];
 "88 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=88, type=asymmetric_quantize];
 "89 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=89, type=asymmetric_quantize];
@@ -99,18 +99,18 @@ strict digraph  {
 "97 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=97, type=asymmetric_quantize];
 "98 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=98, type=asymmetric_quantize];
 "99 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" [id=99, type=conv2d];
-"100 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" [id=100, type=batch_norm];
-"101 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=101, type=asymmetric_quantize];
+"100 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" [id=100, type=batch_norm];
+"101 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=101, type=asymmetric_quantize];
 "102 MobileNetV3/Sequential[features]/InvertedResidual[5]/__iadd___0" [id=102, type=__iadd__];
 "103 MobileNetV3/Sequential[features]/InvertedResidual[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=103, type=asymmetric_quantize];
 "104 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=104, type=asymmetric_quantize];
 "105 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=105, type=conv2d];
-"106 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=106, type=batch_norm];
-"107 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=107, type=asymmetric_quantize];
+"106 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=106, type=batch_norm];
+"107 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=107, type=asymmetric_quantize];
 "108 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=108, type=asymmetric_quantize];
 "109 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=109, type=conv2d];
-"110 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=110, type=batch_norm];
-"111 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=111, type=asymmetric_quantize];
+"110 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=110, type=batch_norm];
+"111 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=111, type=asymmetric_quantize];
 "112 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" [id=112, type=adaptive_avg_pool2d];
 "113 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=113, type=asymmetric_quantize];
 "114 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=114, type=asymmetric_quantize];
@@ -124,18 +124,18 @@ strict digraph  {
 "122 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=122, type=asymmetric_quantize];
 "123 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=123, type=asymmetric_quantize];
 "124 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" [id=124, type=conv2d];
-"125 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" [id=125, type=batch_norm];
-"126 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=126, type=asymmetric_quantize];
+"125 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" [id=125, type=batch_norm];
+"126 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=126, type=asymmetric_quantize];
 "127 MobileNetV3/Sequential[features]/InvertedResidual[6]/__iadd___0" [id=127, type=__iadd__];
 "128 MobileNetV3/Sequential[features]/InvertedResidual[6]/AsymmetricQuantizer/asymmetric_quantize_0" [id=128, type=asymmetric_quantize];
 "129 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=129, type=asymmetric_quantize];
 "130 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=130, type=conv2d];
-"131 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=131, type=batch_norm];
-"132 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=132, type=asymmetric_quantize];
+"131 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=131, type=batch_norm];
+"132 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=132, type=asymmetric_quantize];
 "133 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=133, type=asymmetric_quantize];
 "134 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=134, type=conv2d];
-"135 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=135, type=batch_norm];
-"136 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=136, type=asymmetric_quantize];
+"135 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=135, type=batch_norm];
+"136 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=136, type=asymmetric_quantize];
 "137 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" [id=137, type=adaptive_avg_pool2d];
 "138 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=138, type=asymmetric_quantize];
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@@ -149,16 +149,16 @@ strict digraph  {
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 "149 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" [id=149, type=conv2d];
-"150 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" [id=150, type=batch_norm];
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+"150 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" [id=150, type=batch_norm];
+"151 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=151, type=asymmetric_quantize];
 "152 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=152, type=asymmetric_quantize];
 "153 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=153, type=conv2d];
-"154 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=154, type=batch_norm];
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+"154 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=154, type=batch_norm];
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 "156 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=156, type=asymmetric_quantize];
 "157 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=157, type=conv2d];
-"158 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=158, type=batch_norm];
-"159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=159, type=asymmetric_quantize];
+"158 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=158, type=batch_norm];
+"159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=159, type=asymmetric_quantize];
 "160 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" [id=160, type=adaptive_avg_pool2d];
 "161 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=161, type=asymmetric_quantize];
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@@ -172,18 +172,18 @@ strict digraph  {
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 "172 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" [id=172, type=conv2d];
-"173 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" [id=173, type=batch_norm];
-"174 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=174, type=asymmetric_quantize];
+"173 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" [id=173, type=batch_norm];
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 "175 MobileNetV3/Sequential[features]/InvertedResidual[8]/__iadd___0" [id=175, type=__iadd__];
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 "178 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=178, type=conv2d];
-"179 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=179, type=batch_norm];
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+"179 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=179, type=batch_norm];
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 "181 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=181, type=asymmetric_quantize];
 "182 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=182, type=conv2d];
-"183 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=183, type=batch_norm];
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+"183 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=183, type=batch_norm];
+"184 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=184, type=asymmetric_quantize];
 "185 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" [id=185, type=adaptive_avg_pool2d];
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@@ -197,16 +197,16 @@ strict digraph  {
 "195 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=195, type=asymmetric_quantize];
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 "197 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" [id=197, type=conv2d];
-"198 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" [id=198, type=batch_norm];
-"199 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=199, type=asymmetric_quantize];
+"198 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" [id=198, type=batch_norm];
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 "200 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=200, type=asymmetric_quantize];
 "201 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=201, type=conv2d];
-"202 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=202, type=batch_norm];
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+"202 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=202, type=batch_norm];
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 "205 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=205, type=conv2d];
-"206 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=206, type=batch_norm];
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+"206 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=206, type=batch_norm];
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 "208 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" [id=208, type=adaptive_avg_pool2d];
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@@ -220,18 +220,18 @@ strict digraph  {
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 "220 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" [id=220, type=conv2d];
-"221 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" [id=221, type=batch_norm];
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+"221 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" [id=221, type=batch_norm];
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+"227 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=227, type=batch_norm];
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 "230 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=230, type=conv2d];
-"231 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=231, type=batch_norm];
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+"231 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=231, type=batch_norm];
+"232 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=232, type=asymmetric_quantize];
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@@ -245,14 +245,14 @@ strict digraph  {
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 "245 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" [id=245, type=conv2d];
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-"247 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=247, type=asymmetric_quantize];
+"246 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" [id=246, type=batch_norm];
+"247 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=247, type=asymmetric_quantize];
 "248 MobileNetV3/Sequential[features]/InvertedResidual[11]/__iadd___0" [id=248, type=__iadd__];
 "249 MobileNetV3/Sequential[features]/InvertedResidual[11]/AsymmetricQuantizer/asymmetric_quantize_0" [id=249, type=asymmetric_quantize];
 "250 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=250, type=asymmetric_quantize];
 "251 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFConv2d[0]/conv2d_0" [id=251, type=conv2d];
-"252 MobileNetV3/Sequential[features]/ConvBNActivation[12]/BatchNorm2d[1]/batch_norm_0" [id=252, type=batch_norm];
-"253 MobileNetV3/Sequential[features]/ConvBNActivation[12]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=253, type=asymmetric_quantize];
+"252 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFBatchNorm[1]/batch_norm_0" [id=252, type=batch_norm];
+"253 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=253, type=asymmetric_quantize];
 "254 MobileNetV3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0" [id=254, type=adaptive_avg_pool2d];
 "255 MobileNetV3/AdaptiveAvgPool2d[avgpool]/AsymmetricQuantizer/asymmetric_quantize_0" [id=255, type=asymmetric_quantize];
 "256 MobileNetV3/flatten_0" [id=256, type=flatten];
@@ -266,12 +266,12 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "2 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"3 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV3/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"4 MobileNetV3/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "5 MobileNetV3/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"5 MobileNetV3/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "7 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"3 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"4 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "5 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"5 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "7 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "6 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "7 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"7 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "8 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"8 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "9 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0";
+"7 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "8 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"8 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "9 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0";
 "9 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0" -> "10 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "10 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "11 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/adaptive_avg_pool2d_0";
 "10 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "20 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/__mul___0";
@@ -287,49 +287,49 @@ strict digraph  {
 "20 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/__mul___0" -> "21 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "21 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "23 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0";
 "22 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "23 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0";
-"23 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" -> "24 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0";
-"24 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0" -> "25 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"25 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"23 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" -> "24 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0";
+"24 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0" -> "25 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"25 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "26 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "27 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"27 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "28 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"28 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "29 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0";
+"27 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "28 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"28 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "29 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0";
 "29 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0" -> "30 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "30 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "32 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "31 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "32 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"32 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "33 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"33 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "34 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0";
+"32 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "33 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"33 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "34 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0";
 "34 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0" -> "35 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "35 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "37 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0";
 "36 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "37 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0";
-"37 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" -> "38 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0";
-"38 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0" -> "39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "41 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "54 MobileNetV3/Sequential[features]/InvertedResidual[3]/__iadd___0";
+"37 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" -> "38 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0";
+"38 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0" -> "39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "41 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "54 MobileNetV3/Sequential[features]/InvertedResidual[3]/__iadd___0";
 "40 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "41 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"41 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "42 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"42 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "43 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0";
+"41 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "42 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"42 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "43 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0";
 "43 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0" -> "44 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "44 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "46 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "45 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "46 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"46 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "47 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"47 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "48 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0";
+"46 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "47 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"47 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "48 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0";
 "48 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0" -> "49 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "49 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "51 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0";
 "50 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "51 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0";
-"51 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" -> "52 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0";
-"52 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0" -> "53 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"53 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "54 MobileNetV3/Sequential[features]/InvertedResidual[3]/__iadd___0";
+"51 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" -> "52 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0";
+"52 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0" -> "53 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"53 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "54 MobileNetV3/Sequential[features]/InvertedResidual[3]/__iadd___0";
 "54 MobileNetV3/Sequential[features]/InvertedResidual[3]/__iadd___0" -> "55 MobileNetV3/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "55 MobileNetV3/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "57 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "56 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "57 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"57 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "58 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"58 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "59 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"59 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "61 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"57 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "58 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"58 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "59 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"59 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "61 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "60 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "61 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"61 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"62 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "64 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "73 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"61 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"62 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "64 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "73 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "64 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "65 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "65 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "67 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "66 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "67 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -342,18 +342,18 @@ strict digraph  {
 "73 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "74 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "74 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "76 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "75 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "76 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"76 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "77 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"77 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "78 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"78 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "80 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"76 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "77 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"77 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "78 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"78 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "80 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "79 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "80 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"80 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "81 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"81 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "82 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"82 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "84 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"80 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "81 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"81 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "82 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"82 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "84 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "83 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "84 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"84 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "85 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"85 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "86 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"86 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "87 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"86 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "96 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"84 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "85 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"85 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "86 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"86 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "87 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"86 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "96 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "87 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "88 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "88 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "90 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "89 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "90 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -366,22 +366,22 @@ strict digraph  {
 "96 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "97 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "97 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "99 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "98 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "99 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"78 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "102 MobileNetV3/Sequential[features]/InvertedResidual[5]/__iadd___0";
-"99 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "100 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"100 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "101 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"101 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "102 MobileNetV3/Sequential[features]/InvertedResidual[5]/__iadd___0";
+"78 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "102 MobileNetV3/Sequential[features]/InvertedResidual[5]/__iadd___0";
+"99 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "100 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"100 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "101 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"101 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "102 MobileNetV3/Sequential[features]/InvertedResidual[5]/__iadd___0";
 "102 MobileNetV3/Sequential[features]/InvertedResidual[5]/__iadd___0" -> "103 MobileNetV3/Sequential[features]/InvertedResidual[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "103 MobileNetV3/Sequential[features]/InvertedResidual[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "105 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "103 MobileNetV3/Sequential[features]/InvertedResidual[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "127 MobileNetV3/Sequential[features]/InvertedResidual[6]/__iadd___0";
 "104 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "105 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"105 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "106 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"106 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "107 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"107 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "109 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"105 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "106 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"106 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "107 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"107 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "109 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "108 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "109 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"109 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "110 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"110 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "111 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"111 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "112 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"111 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "121 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"109 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "110 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"110 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "111 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"111 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "112 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"111 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "121 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "112 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "113 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "113 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "115 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "114 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "115 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -394,20 +394,20 @@ strict digraph  {
 "121 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "122 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "122 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "124 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "123 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "124 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"124 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "125 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"125 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "126 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"126 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "127 MobileNetV3/Sequential[features]/InvertedResidual[6]/__iadd___0";
+"124 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "125 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"125 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "126 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"126 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "127 MobileNetV3/Sequential[features]/InvertedResidual[6]/__iadd___0";
 "127 MobileNetV3/Sequential[features]/InvertedResidual[6]/__iadd___0" -> "128 MobileNetV3/Sequential[features]/InvertedResidual[6]/AsymmetricQuantizer/asymmetric_quantize_0";
 "128 MobileNetV3/Sequential[features]/InvertedResidual[6]/AsymmetricQuantizer/asymmetric_quantize_0" -> "130 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "129 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "130 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"130 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "131 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"131 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "132 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"132 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "134 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"130 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "131 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"131 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "132 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"132 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "134 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "133 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "134 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"134 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "135 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"135 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "136 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"136 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "137 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"136 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "146 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"134 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "135 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"135 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "136 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"136 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "137 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"136 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "146 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "137 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "138 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "138 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "140 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "139 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "140 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -420,19 +420,19 @@ strict digraph  {
 "146 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "147 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "147 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "149 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "148 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "149 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"149 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "150 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"150 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "151 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"151 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "153 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"151 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "175 MobileNetV3/Sequential[features]/InvertedResidual[8]/__iadd___0";
+"149 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "150 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"150 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "151 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"151 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "153 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"151 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "175 MobileNetV3/Sequential[features]/InvertedResidual[8]/__iadd___0";
 "152 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "153 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"153 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "154 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"154 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "155 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"155 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "157 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"153 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "154 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"154 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "155 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"155 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "157 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "156 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "157 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"157 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "158 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"158 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "160 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "169 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"157 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "158 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"158 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "160 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "169 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "160 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "161 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "161 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "163 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "162 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "163 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -445,20 +445,20 @@ strict digraph  {
 "169 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "170 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "170 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "172 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "171 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "172 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"172 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "173 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"173 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "174 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"174 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "175 MobileNetV3/Sequential[features]/InvertedResidual[8]/__iadd___0";
+"172 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "173 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"173 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "174 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"174 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "175 MobileNetV3/Sequential[features]/InvertedResidual[8]/__iadd___0";
 "175 MobileNetV3/Sequential[features]/InvertedResidual[8]/__iadd___0" -> "176 MobileNetV3/Sequential[features]/InvertedResidual[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "176 MobileNetV3/Sequential[features]/InvertedResidual[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "178 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "177 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "178 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"178 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "179 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"179 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "180 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"180 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "182 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"178 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "179 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"179 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "180 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"180 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "182 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "181 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "182 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"182 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "183 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"183 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "184 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"184 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "185 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"184 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "194 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"182 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "183 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"183 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "184 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"184 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "185 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"184 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "194 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "185 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "186 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "186 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "188 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "187 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "188 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -471,19 +471,19 @@ strict digraph  {
 "194 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "195 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "195 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "197 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "196 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "197 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"197 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "198 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"198 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "199 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"199 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "201 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"199 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "223 MobileNetV3/Sequential[features]/InvertedResidual[10]/__iadd___0";
+"197 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "198 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"198 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "199 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"199 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "201 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"199 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "223 MobileNetV3/Sequential[features]/InvertedResidual[10]/__iadd___0";
 "200 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "201 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"201 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"202 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "203 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"203 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "205 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"201 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"202 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "203 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"203 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "205 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "204 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "205 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"205 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "206 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"206 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "207 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"207 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "208 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"207 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "217 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"205 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "206 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"206 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "207 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"207 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "208 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"207 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "217 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "208 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "209 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "209 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "211 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "210 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "211 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -496,21 +496,21 @@ strict digraph  {
 "217 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "218 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "218 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "220 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "219 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "220 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"220 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"221 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "222 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"222 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "223 MobileNetV3/Sequential[features]/InvertedResidual[10]/__iadd___0";
+"220 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"221 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "222 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"222 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "223 MobileNetV3/Sequential[features]/InvertedResidual[10]/__iadd___0";
 "223 MobileNetV3/Sequential[features]/InvertedResidual[10]/__iadd___0" -> "224 MobileNetV3/Sequential[features]/InvertedResidual[10]/AsymmetricQuantizer/asymmetric_quantize_0";
 "224 MobileNetV3/Sequential[features]/InvertedResidual[10]/AsymmetricQuantizer/asymmetric_quantize_0" -> "226 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "224 MobileNetV3/Sequential[features]/InvertedResidual[10]/AsymmetricQuantizer/asymmetric_quantize_0" -> "248 MobileNetV3/Sequential[features]/InvertedResidual[11]/__iadd___0";
 "225 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "226 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"226 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "227 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"227 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "228 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"228 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "230 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"226 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "227 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"227 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "228 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"228 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "230 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "229 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "230 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"230 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "231 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"231 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "232 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"232 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "233 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"232 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "242 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"230 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "231 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"231 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "232 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"232 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "233 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"232 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "242 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "233 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "234 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "234 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "236 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "235 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "236 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -523,15 +523,15 @@ strict digraph  {
 "242 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "243 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "243 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "245 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "244 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "245 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"245 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "246 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"246 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "247 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"247 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "248 MobileNetV3/Sequential[features]/InvertedResidual[11]/__iadd___0";
+"245 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "246 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"246 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "247 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"247 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "248 MobileNetV3/Sequential[features]/InvertedResidual[11]/__iadd___0";
 "248 MobileNetV3/Sequential[features]/InvertedResidual[11]/__iadd___0" -> "249 MobileNetV3/Sequential[features]/InvertedResidual[11]/AsymmetricQuantizer/asymmetric_quantize_0";
 "249 MobileNetV3/Sequential[features]/InvertedResidual[11]/AsymmetricQuantizer/asymmetric_quantize_0" -> "251 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFConv2d[0]/conv2d_0";
 "250 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "251 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFConv2d[0]/conv2d_0";
-"251 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFConv2d[0]/conv2d_0" -> "252 MobileNetV3/Sequential[features]/ConvBNActivation[12]/BatchNorm2d[1]/batch_norm_0";
-"252 MobileNetV3/Sequential[features]/ConvBNActivation[12]/BatchNorm2d[1]/batch_norm_0" -> "253 MobileNetV3/Sequential[features]/ConvBNActivation[12]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"253 MobileNetV3/Sequential[features]/ConvBNActivation[12]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "254 MobileNetV3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
+"251 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFConv2d[0]/conv2d_0" -> "252 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFBatchNorm[1]/batch_norm_0";
+"252 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFBatchNorm[1]/batch_norm_0" -> "253 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"253 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "254 MobileNetV3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
 "254 MobileNetV3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0" -> "255 MobileNetV3/AdaptiveAvgPool2d[avgpool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "255 MobileNetV3/AdaptiveAvgPool2d[avgpool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "256 MobileNetV3/flatten_0";
 "256 MobileNetV3/flatten_0" -> "258 MobileNetV3/Sequential[classifier]/NNCFLinear[0]/linear_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/pnasnetb.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/pnasnetb.dot
index 2216e39b2a2..8b9ba2afec6 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/pnasnetb.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/pnasnetb.dot
@@ -3,22 +3,22 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 PNASNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 PNASNet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 PNASNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 PNASNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 PNASNet/relu_0" [id=5, type=relu];
 "6 PNASNet/AsymmetricQuantizer/asymmetric_quantize_0" [id=6, type=asymmetric_quantize];
 "7 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=7, type=asymmetric_quantize];
 "8 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=8, type=conv2d];
-"9 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" [id=9, type=batch_norm];
-"10 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=10, type=asymmetric_quantize];
+"9 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=9, type=batch_norm];
+"10 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=10, type=asymmetric_quantize];
 "11 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=11, type=asymmetric_quantize];
 "12 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" [id=12, type=conv2d];
-"13 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" [id=13, type=batch_norm];
-"14 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=14, type=asymmetric_quantize];
+"13 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=13, type=batch_norm];
+"14 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=14, type=asymmetric_quantize];
 "15 PNASNet/Sequential[layer1]/CellB[0]/max_pool2d_0" [id=15, type=max_pool2d];
 "16 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=16, type=asymmetric_quantize];
 "17 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=17, type=conv2d];
-"18 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" [id=18, type=batch_norm];
-"19 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=19, type=asymmetric_quantize];
+"18 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=18, type=batch_norm];
+"19 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=19, type=asymmetric_quantize];
 "20 PNASNet/Sequential[layer1]/CellB[0]/__add___0" [id=20, type=__add__];
 "21 PNASNet/Sequential[layer1]/CellB[0]/relu_0" [id=21, type=relu];
 "22 PNASNet/Sequential[layer1]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=22, type=asymmetric_quantize];
@@ -28,22 +28,22 @@ strict digraph  {
 "26 PNASNet/Sequential[layer1]/CellB[0]/cat_0" [id=26, type=cat];
 "27 PNASNet/Sequential[layer1]/CellB[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=27, type=asymmetric_quantize];
 "28 PNASNet/Sequential[layer1]/CellB[0]/NNCFConv2d[conv2]/conv2d_0" [id=28, type=conv2d];
-"29 PNASNet/Sequential[layer1]/CellB[0]/BatchNorm2d[bn2]/batch_norm_0" [id=29, type=batch_norm];
+"29 PNASNet/Sequential[layer1]/CellB[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=29, type=batch_norm];
 "30 PNASNet/Sequential[layer1]/CellB[0]/relu_2" [id=30, type=relu];
 "31 PNASNet/Sequential[layer1]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2" [id=31, type=asymmetric_quantize];
 "32 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=32, type=asymmetric_quantize];
 "33 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=33, type=conv2d];
-"34 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" [id=34, type=batch_norm];
-"35 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=35, type=asymmetric_quantize];
+"34 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=34, type=batch_norm];
+"35 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=35, type=asymmetric_quantize];
 "36 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=36, type=asymmetric_quantize];
 "37 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" [id=37, type=conv2d];
-"38 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" [id=38, type=batch_norm];
-"39 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=39, type=asymmetric_quantize];
+"38 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=38, type=batch_norm];
+"39 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=39, type=asymmetric_quantize];
 "40 PNASNet/Sequential[layer1]/CellB[1]/max_pool2d_0" [id=40, type=max_pool2d];
 "41 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=41, type=asymmetric_quantize];
 "42 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=42, type=conv2d];
-"43 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" [id=43, type=batch_norm];
-"44 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
+"43 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=43, type=batch_norm];
+"44 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
 "45 PNASNet/Sequential[layer1]/CellB[1]/__add___0" [id=45, type=__add__];
 "46 PNASNet/Sequential[layer1]/CellB[1]/relu_0" [id=46, type=relu];
 "47 PNASNet/Sequential[layer1]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=47, type=asymmetric_quantize];
@@ -53,22 +53,22 @@ strict digraph  {
 "51 PNASNet/Sequential[layer1]/CellB[1]/cat_0" [id=51, type=cat];
 "52 PNASNet/Sequential[layer1]/CellB[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=52, type=asymmetric_quantize];
 "53 PNASNet/Sequential[layer1]/CellB[1]/NNCFConv2d[conv2]/conv2d_0" [id=53, type=conv2d];
-"54 PNASNet/Sequential[layer1]/CellB[1]/BatchNorm2d[bn2]/batch_norm_0" [id=54, type=batch_norm];
+"54 PNASNet/Sequential[layer1]/CellB[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=54, type=batch_norm];
 "55 PNASNet/Sequential[layer1]/CellB[1]/relu_2" [id=55, type=relu];
 "56 PNASNet/Sequential[layer1]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2" [id=56, type=asymmetric_quantize];
 "57 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=57, type=asymmetric_quantize];
 "58 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=58, type=conv2d];
-"59 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" [id=59, type=batch_norm];
-"60 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=60, type=asymmetric_quantize];
+"59 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=59, type=batch_norm];
+"60 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=60, type=asymmetric_quantize];
 "61 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=61, type=asymmetric_quantize];
 "62 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" [id=62, type=conv2d];
-"63 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" [id=63, type=batch_norm];
-"64 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=64, type=asymmetric_quantize];
+"63 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=63, type=batch_norm];
+"64 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=64, type=asymmetric_quantize];
 "65 PNASNet/Sequential[layer1]/CellB[2]/max_pool2d_0" [id=65, type=max_pool2d];
 "66 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=66, type=asymmetric_quantize];
 "67 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=67, type=conv2d];
-"68 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" [id=68, type=batch_norm];
-"69 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=69, type=asymmetric_quantize];
+"68 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=68, type=batch_norm];
+"69 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=69, type=asymmetric_quantize];
 "70 PNASNet/Sequential[layer1]/CellB[2]/__add___0" [id=70, type=__add__];
 "71 PNASNet/Sequential[layer1]/CellB[2]/relu_0" [id=71, type=relu];
 "72 PNASNet/Sequential[layer1]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=72, type=asymmetric_quantize];
@@ -78,22 +78,22 @@ strict digraph  {
 "76 PNASNet/Sequential[layer1]/CellB[2]/cat_0" [id=76, type=cat];
 "77 PNASNet/Sequential[layer1]/CellB[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=77, type=asymmetric_quantize];
 "78 PNASNet/Sequential[layer1]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" [id=78, type=conv2d];
-"79 PNASNet/Sequential[layer1]/CellB[2]/BatchNorm2d[bn2]/batch_norm_0" [id=79, type=batch_norm];
+"79 PNASNet/Sequential[layer1]/CellB[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=79, type=batch_norm];
 "80 PNASNet/Sequential[layer1]/CellB[2]/relu_2" [id=80, type=relu];
 "81 PNASNet/Sequential[layer1]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2" [id=81, type=asymmetric_quantize];
 "82 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=82, type=asymmetric_quantize];
 "83 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=83, type=conv2d];
-"84 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" [id=84, type=batch_norm];
-"85 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=85, type=asymmetric_quantize];
+"84 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=84, type=batch_norm];
+"85 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=85, type=asymmetric_quantize];
 "86 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=86, type=asymmetric_quantize];
 "87 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" [id=87, type=conv2d];
-"88 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" [id=88, type=batch_norm];
-"89 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=89, type=asymmetric_quantize];
+"88 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=88, type=batch_norm];
+"89 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=89, type=asymmetric_quantize];
 "90 PNASNet/Sequential[layer1]/CellB[3]/max_pool2d_0" [id=90, type=max_pool2d];
 "91 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=91, type=asymmetric_quantize];
 "92 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=92, type=conv2d];
-"93 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" [id=93, type=batch_norm];
-"94 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=94, type=asymmetric_quantize];
+"93 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=93, type=batch_norm];
+"94 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=94, type=asymmetric_quantize];
 "95 PNASNet/Sequential[layer1]/CellB[3]/__add___0" [id=95, type=__add__];
 "96 PNASNet/Sequential[layer1]/CellB[3]/relu_0" [id=96, type=relu];
 "97 PNASNet/Sequential[layer1]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=97, type=asymmetric_quantize];
@@ -103,22 +103,22 @@ strict digraph  {
 "101 PNASNet/Sequential[layer1]/CellB[3]/cat_0" [id=101, type=cat];
 "102 PNASNet/Sequential[layer1]/CellB[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=102, type=asymmetric_quantize];
 "103 PNASNet/Sequential[layer1]/CellB[3]/NNCFConv2d[conv2]/conv2d_0" [id=103, type=conv2d];
-"104 PNASNet/Sequential[layer1]/CellB[3]/BatchNorm2d[bn2]/batch_norm_0" [id=104, type=batch_norm];
+"104 PNASNet/Sequential[layer1]/CellB[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=104, type=batch_norm];
 "105 PNASNet/Sequential[layer1]/CellB[3]/relu_2" [id=105, type=relu];
 "106 PNASNet/Sequential[layer1]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2" [id=106, type=asymmetric_quantize];
 "107 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=107, type=asymmetric_quantize];
 "108 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=108, type=conv2d];
-"109 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" [id=109, type=batch_norm];
-"110 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=110, type=asymmetric_quantize];
+"109 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=109, type=batch_norm];
+"110 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=110, type=asymmetric_quantize];
 "111 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=111, type=asymmetric_quantize];
 "112 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" [id=112, type=conv2d];
-"113 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" [id=113, type=batch_norm];
-"114 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=114, type=asymmetric_quantize];
+"113 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=113, type=batch_norm];
+"114 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=114, type=asymmetric_quantize];
 "115 PNASNet/Sequential[layer1]/CellB[4]/max_pool2d_0" [id=115, type=max_pool2d];
 "116 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=116, type=asymmetric_quantize];
 "117 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=117, type=conv2d];
-"118 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" [id=118, type=batch_norm];
-"119 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=119, type=asymmetric_quantize];
+"118 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=118, type=batch_norm];
+"119 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=119, type=asymmetric_quantize];
 "120 PNASNet/Sequential[layer1]/CellB[4]/__add___0" [id=120, type=__add__];
 "121 PNASNet/Sequential[layer1]/CellB[4]/relu_0" [id=121, type=relu];
 "122 PNASNet/Sequential[layer1]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_0" [id=122, type=asymmetric_quantize];
@@ -128,22 +128,22 @@ strict digraph  {
 "126 PNASNet/Sequential[layer1]/CellB[4]/cat_0" [id=126, type=cat];
 "127 PNASNet/Sequential[layer1]/CellB[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=127, type=asymmetric_quantize];
 "128 PNASNet/Sequential[layer1]/CellB[4]/NNCFConv2d[conv2]/conv2d_0" [id=128, type=conv2d];
-"129 PNASNet/Sequential[layer1]/CellB[4]/BatchNorm2d[bn2]/batch_norm_0" [id=129, type=batch_norm];
+"129 PNASNet/Sequential[layer1]/CellB[4]/NNCFBatchNorm[bn2]/batch_norm_0" [id=129, type=batch_norm];
 "130 PNASNet/Sequential[layer1]/CellB[4]/relu_2" [id=130, type=relu];
 "131 PNASNet/Sequential[layer1]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2" [id=131, type=asymmetric_quantize];
 "132 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=132, type=asymmetric_quantize];
 "133 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=133, type=conv2d];
-"134 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" [id=134, type=batch_norm];
-"135 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=135, type=asymmetric_quantize];
+"134 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=134, type=batch_norm];
+"135 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=135, type=asymmetric_quantize];
 "136 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=136, type=asymmetric_quantize];
 "137 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" [id=137, type=conv2d];
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 "140 PNASNet/Sequential[layer1]/CellB[5]/max_pool2d_0" [id=140, type=max_pool2d];
 "141 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=141, type=asymmetric_quantize];
 "142 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=142, type=conv2d];
-"143 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" [id=143, type=batch_norm];
-"144 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=144, type=asymmetric_quantize];
+"143 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=143, type=batch_norm];
+"144 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=144, type=asymmetric_quantize];
 "145 PNASNet/Sequential[layer1]/CellB[5]/__add___0" [id=145, type=__add__];
 "146 PNASNet/Sequential[layer1]/CellB[5]/relu_0" [id=146, type=relu];
 "147 PNASNet/Sequential[layer1]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=147, type=asymmetric_quantize];
@@ -153,26 +153,26 @@ strict digraph  {
 "151 PNASNet/Sequential[layer1]/CellB[5]/cat_0" [id=151, type=cat];
 "152 PNASNet/Sequential[layer1]/CellB[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=152, type=asymmetric_quantize];
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 "155 PNASNet/Sequential[layer1]/CellB[5]/relu_2" [id=155, type=relu];
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 "157 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=157, type=asymmetric_quantize];
 "158 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=158, type=conv2d];
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 "161 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=161, type=asymmetric_quantize];
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 "170 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=170, type=asymmetric_quantize];
 "171 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=171, type=conv2d];
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 "176 PNASNet/CellB[layer2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=176, type=asymmetric_quantize];
@@ -182,22 +182,22 @@ strict digraph  {
 "180 PNASNet/CellB[layer2]/cat_0" [id=180, type=cat];
 "181 PNASNet/CellB[layer2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=181, type=asymmetric_quantize];
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 "196 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=196, type=conv2d];
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 "201 PNASNet/Sequential[layer3]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=201, type=asymmetric_quantize];
@@ -207,22 +207,22 @@ strict digraph  {
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 "206 PNASNet/Sequential[layer3]/CellB[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=206, type=asymmetric_quantize];
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 "226 PNASNet/Sequential[layer3]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=226, type=asymmetric_quantize];
@@ -232,22 +232,22 @@ strict digraph  {
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 "249 PNASNet/Sequential[layer3]/CellB[2]/__add___0" [id=249, type=__add__];
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 "251 PNASNet/Sequential[layer3]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=251, type=asymmetric_quantize];
@@ -257,22 +257,22 @@ strict digraph  {
 "255 PNASNet/Sequential[layer3]/CellB[2]/cat_0" [id=255, type=cat];
 "256 PNASNet/Sequential[layer3]/CellB[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=256, type=asymmetric_quantize];
 "257 PNASNet/Sequential[layer3]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" [id=257, type=conv2d];
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 "259 PNASNet/Sequential[layer3]/CellB[2]/relu_2" [id=259, type=relu];
 "260 PNASNet/Sequential[layer3]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2" [id=260, type=asymmetric_quantize];
 "261 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=261, type=asymmetric_quantize];
 "262 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=262, type=conv2d];
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+"264 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=264, type=asymmetric_quantize];
 "265 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=265, type=asymmetric_quantize];
 "266 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" [id=266, type=conv2d];
-"267 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" [id=267, type=batch_norm];
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 "269 PNASNet/Sequential[layer3]/CellB[3]/max_pool2d_0" [id=269, type=max_pool2d];
 "270 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=270, type=asymmetric_quantize];
 "271 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=271, type=conv2d];
-"272 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" [id=272, type=batch_norm];
-"273 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=273, type=asymmetric_quantize];
+"272 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=272, type=batch_norm];
+"273 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=273, type=asymmetric_quantize];
 "274 PNASNet/Sequential[layer3]/CellB[3]/__add___0" [id=274, type=__add__];
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 "276 PNASNet/Sequential[layer3]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=276, type=asymmetric_quantize];
@@ -282,22 +282,22 @@ strict digraph  {
 "280 PNASNet/Sequential[layer3]/CellB[3]/cat_0" [id=280, type=cat];
 "281 PNASNet/Sequential[layer3]/CellB[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=281, type=asymmetric_quantize];
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 "290 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=290, type=asymmetric_quantize];
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 "296 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=296, type=conv2d];
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 "299 PNASNet/Sequential[layer3]/CellB[4]/__add___0" [id=299, type=__add__];
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 "301 PNASNet/Sequential[layer3]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_0" [id=301, type=asymmetric_quantize];
@@ -307,22 +307,22 @@ strict digraph  {
 "305 PNASNet/Sequential[layer3]/CellB[4]/cat_0" [id=305, type=cat];
 "306 PNASNet/Sequential[layer3]/CellB[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=306, type=asymmetric_quantize];
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 "324 PNASNet/Sequential[layer3]/CellB[5]/__add___0" [id=324, type=__add__];
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 "326 PNASNet/Sequential[layer3]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=326, type=asymmetric_quantize];
@@ -332,26 +332,26 @@ strict digraph  {
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@@ -361,22 +361,22 @@ strict digraph  {
 "359 PNASNet/CellB[layer4]/cat_0" [id=359, type=cat];
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@@ -386,22 +386,22 @@ strict digraph  {
 "384 PNASNet/Sequential[layer5]/CellB[0]/cat_0" [id=384, type=cat];
 "385 PNASNet/Sequential[layer5]/CellB[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=385, type=asymmetric_quantize];
 "386 PNASNet/Sequential[layer5]/CellB[0]/NNCFConv2d[conv2]/conv2d_0" [id=386, type=conv2d];
-"387 PNASNet/Sequential[layer5]/CellB[0]/BatchNorm2d[bn2]/batch_norm_0" [id=387, type=batch_norm];
+"387 PNASNet/Sequential[layer5]/CellB[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=387, type=batch_norm];
 "388 PNASNet/Sequential[layer5]/CellB[0]/relu_2" [id=388, type=relu];
 "389 PNASNet/Sequential[layer5]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2" [id=389, type=asymmetric_quantize];
 "390 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=390, type=asymmetric_quantize];
 "391 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=391, type=conv2d];
-"392 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" [id=392, type=batch_norm];
-"393 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=393, type=asymmetric_quantize];
+"392 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=392, type=batch_norm];
+"393 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=393, type=asymmetric_quantize];
 "394 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=394, type=asymmetric_quantize];
 "395 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" [id=395, type=conv2d];
-"396 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" [id=396, type=batch_norm];
-"397 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=397, type=asymmetric_quantize];
+"396 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=396, type=batch_norm];
+"397 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=397, type=asymmetric_quantize];
 "398 PNASNet/Sequential[layer5]/CellB[1]/max_pool2d_0" [id=398, type=max_pool2d];
 "399 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=399, type=asymmetric_quantize];
 "400 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=400, type=conv2d];
-"401 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" [id=401, type=batch_norm];
-"402 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=402, type=asymmetric_quantize];
+"401 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=401, type=batch_norm];
+"402 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=402, type=asymmetric_quantize];
 "403 PNASNet/Sequential[layer5]/CellB[1]/__add___0" [id=403, type=__add__];
 "404 PNASNet/Sequential[layer5]/CellB[1]/relu_0" [id=404, type=relu];
 "405 PNASNet/Sequential[layer5]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=405, type=asymmetric_quantize];
@@ -411,22 +411,22 @@ strict digraph  {
 "409 PNASNet/Sequential[layer5]/CellB[1]/cat_0" [id=409, type=cat];
 "410 PNASNet/Sequential[layer5]/CellB[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=410, type=asymmetric_quantize];
 "411 PNASNet/Sequential[layer5]/CellB[1]/NNCFConv2d[conv2]/conv2d_0" [id=411, type=conv2d];
-"412 PNASNet/Sequential[layer5]/CellB[1]/BatchNorm2d[bn2]/batch_norm_0" [id=412, type=batch_norm];
+"412 PNASNet/Sequential[layer5]/CellB[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=412, type=batch_norm];
 "413 PNASNet/Sequential[layer5]/CellB[1]/relu_2" [id=413, type=relu];
 "414 PNASNet/Sequential[layer5]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2" [id=414, type=asymmetric_quantize];
 "415 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=415, type=asymmetric_quantize];
 "416 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=416, type=conv2d];
-"417 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" [id=417, type=batch_norm];
-"418 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=418, type=asymmetric_quantize];
+"417 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=417, type=batch_norm];
+"418 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=418, type=asymmetric_quantize];
 "419 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=419, type=asymmetric_quantize];
 "420 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" [id=420, type=conv2d];
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-"422 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=422, type=asymmetric_quantize];
+"421 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=421, type=batch_norm];
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 "423 PNASNet/Sequential[layer5]/CellB[2]/max_pool2d_0" [id=423, type=max_pool2d];
 "424 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=424, type=asymmetric_quantize];
 "425 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=425, type=conv2d];
-"426 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" [id=426, type=batch_norm];
-"427 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=427, type=asymmetric_quantize];
+"426 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=426, type=batch_norm];
+"427 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=427, type=asymmetric_quantize];
 "428 PNASNet/Sequential[layer5]/CellB[2]/__add___0" [id=428, type=__add__];
 "429 PNASNet/Sequential[layer5]/CellB[2]/relu_0" [id=429, type=relu];
 "430 PNASNet/Sequential[layer5]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=430, type=asymmetric_quantize];
@@ -436,22 +436,22 @@ strict digraph  {
 "434 PNASNet/Sequential[layer5]/CellB[2]/cat_0" [id=434, type=cat];
 "435 PNASNet/Sequential[layer5]/CellB[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=435, type=asymmetric_quantize];
 "436 PNASNet/Sequential[layer5]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" [id=436, type=conv2d];
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 "438 PNASNet/Sequential[layer5]/CellB[2]/relu_2" [id=438, type=relu];
 "439 PNASNet/Sequential[layer5]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2" [id=439, type=asymmetric_quantize];
 "440 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=440, type=asymmetric_quantize];
 "441 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=441, type=conv2d];
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+"443 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=443, type=asymmetric_quantize];
 "444 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=444, type=asymmetric_quantize];
 "445 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" [id=445, type=conv2d];
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 "448 PNASNet/Sequential[layer5]/CellB[3]/max_pool2d_0" [id=448, type=max_pool2d];
 "449 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=449, type=asymmetric_quantize];
 "450 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=450, type=conv2d];
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-"452 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=452, type=asymmetric_quantize];
+"451 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=451, type=batch_norm];
+"452 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=452, type=asymmetric_quantize];
 "453 PNASNet/Sequential[layer5]/CellB[3]/__add___0" [id=453, type=__add__];
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 "455 PNASNet/Sequential[layer5]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=455, type=asymmetric_quantize];
@@ -461,22 +461,22 @@ strict digraph  {
 "459 PNASNet/Sequential[layer5]/CellB[3]/cat_0" [id=459, type=cat];
 "460 PNASNet/Sequential[layer5]/CellB[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=460, type=asymmetric_quantize];
 "461 PNASNet/Sequential[layer5]/CellB[3]/NNCFConv2d[conv2]/conv2d_0" [id=461, type=conv2d];
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 "463 PNASNet/Sequential[layer5]/CellB[3]/relu_2" [id=463, type=relu];
 "464 PNASNet/Sequential[layer5]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2" [id=464, type=asymmetric_quantize];
 "465 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=465, type=asymmetric_quantize];
 "466 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=466, type=conv2d];
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 "469 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=469, type=asymmetric_quantize];
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 "475 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=475, type=conv2d];
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-"477 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=477, type=asymmetric_quantize];
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+"477 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=477, type=asymmetric_quantize];
 "478 PNASNet/Sequential[layer5]/CellB[4]/__add___0" [id=478, type=__add__];
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 "480 PNASNet/Sequential[layer5]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_0" [id=480, type=asymmetric_quantize];
@@ -486,22 +486,22 @@ strict digraph  {
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 "485 PNASNet/Sequential[layer5]/CellB[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=485, type=asymmetric_quantize];
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 "500 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=500, type=conv2d];
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+"501 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=501, type=batch_norm];
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 "503 PNASNet/Sequential[layer5]/CellB[5]/__add___0" [id=503, type=__add__];
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 "505 PNASNet/Sequential[layer5]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=505, type=asymmetric_quantize];
@@ -511,7 +511,7 @@ strict digraph  {
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 "510 PNASNet/Sequential[layer5]/CellB[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=510, type=asymmetric_quantize];
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+"512 PNASNet/Sequential[layer5]/CellB[5]/NNCFBatchNorm[bn2]/batch_norm_0" [id=512, type=batch_norm];
 "513 PNASNet/Sequential[layer5]/CellB[5]/relu_2" [id=513, type=relu];
 "514 PNASNet/Sequential[layer5]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_2" [id=514, type=asymmetric_quantize];
 "515 PNASNet/avg_pool2d_0" [id=515, type=avg_pool2d];
@@ -523,26 +523,26 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 PNASNet/NNCFConv2d[conv1]/conv2d_0";
 "2 PNASNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 PNASNet/NNCFConv2d[conv1]/conv2d_0";
-"3 PNASNet/NNCFConv2d[conv1]/conv2d_0" -> "4 PNASNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 PNASNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 PNASNet/relu_0";
+"3 PNASNet/NNCFConv2d[conv1]/conv2d_0" -> "4 PNASNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 PNASNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 PNASNet/relu_0";
 "5 PNASNet/relu_0" -> "6 PNASNet/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 PNASNet/AsymmetricQuantizer/asymmetric_quantize_0" -> "8 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "7 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "8 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"8 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "9 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
+"8 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "9 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "6 PNASNet/AsymmetricQuantizer/asymmetric_quantize_0" -> "12 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "6 PNASNet/AsymmetricQuantizer/asymmetric_quantize_0" -> "15 PNASNet/Sequential[layer1]/CellB[0]/max_pool2d_0";
 "6 PNASNet/AsymmetricQuantizer/asymmetric_quantize_0" -> "17 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"9 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "10 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"10 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "20 PNASNet/Sequential[layer1]/CellB[0]/__add___0";
+"9 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "10 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"10 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "20 PNASNet/Sequential[layer1]/CellB[0]/__add___0";
 "11 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "12 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"12 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "13 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"13 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "14 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"14 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "20 PNASNet/Sequential[layer1]/CellB[0]/__add___0";
+"12 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "13 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"13 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "14 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"14 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "20 PNASNet/Sequential[layer1]/CellB[0]/__add___0";
 "15 PNASNet/Sequential[layer1]/CellB[0]/max_pool2d_0" -> "23 PNASNet/Sequential[layer1]/CellB[0]/__add___1";
 "16 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "17 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"17 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "18 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"18 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "19 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"19 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "23 PNASNet/Sequential[layer1]/CellB[0]/__add___1";
+"17 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "18 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"18 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "19 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"19 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "23 PNASNet/Sequential[layer1]/CellB[0]/__add___1";
 "20 PNASNet/Sequential[layer1]/CellB[0]/__add___0" -> "21 PNASNet/Sequential[layer1]/CellB[0]/relu_0";
 "21 PNASNet/Sequential[layer1]/CellB[0]/relu_0" -> "22 PNASNet/Sequential[layer1]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "22 PNASNet/Sequential[layer1]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "26 PNASNet/Sequential[layer1]/CellB[0]/cat_0";
@@ -551,26 +551,26 @@ strict digraph  {
 "25 PNASNet/Sequential[layer1]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "26 PNASNet/Sequential[layer1]/CellB[0]/cat_0";
 "26 PNASNet/Sequential[layer1]/CellB[0]/cat_0" -> "28 PNASNet/Sequential[layer1]/CellB[0]/NNCFConv2d[conv2]/conv2d_0";
 "27 PNASNet/Sequential[layer1]/CellB[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "28 PNASNet/Sequential[layer1]/CellB[0]/NNCFConv2d[conv2]/conv2d_0";
-"28 PNASNet/Sequential[layer1]/CellB[0]/NNCFConv2d[conv2]/conv2d_0" -> "29 PNASNet/Sequential[layer1]/CellB[0]/BatchNorm2d[bn2]/batch_norm_0";
-"29 PNASNet/Sequential[layer1]/CellB[0]/BatchNorm2d[bn2]/batch_norm_0" -> "30 PNASNet/Sequential[layer1]/CellB[0]/relu_2";
+"28 PNASNet/Sequential[layer1]/CellB[0]/NNCFConv2d[conv2]/conv2d_0" -> "29 PNASNet/Sequential[layer1]/CellB[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"29 PNASNet/Sequential[layer1]/CellB[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "30 PNASNet/Sequential[layer1]/CellB[0]/relu_2";
 "30 PNASNet/Sequential[layer1]/CellB[0]/relu_2" -> "31 PNASNet/Sequential[layer1]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "31 PNASNet/Sequential[layer1]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "33 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "31 PNASNet/Sequential[layer1]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "37 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "31 PNASNet/Sequential[layer1]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "40 PNASNet/Sequential[layer1]/CellB[1]/max_pool2d_0";
 "31 PNASNet/Sequential[layer1]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "42 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "32 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "33 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"33 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "34 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"34 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "35 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"35 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 PNASNet/Sequential[layer1]/CellB[1]/__add___0";
+"33 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "34 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"34 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "35 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"35 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 PNASNet/Sequential[layer1]/CellB[1]/__add___0";
 "36 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "37 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"37 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "38 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"38 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "39 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"39 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 PNASNet/Sequential[layer1]/CellB[1]/__add___0";
+"37 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "38 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"38 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "39 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"39 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 PNASNet/Sequential[layer1]/CellB[1]/__add___0";
 "40 PNASNet/Sequential[layer1]/CellB[1]/max_pool2d_0" -> "48 PNASNet/Sequential[layer1]/CellB[1]/__add___1";
 "41 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "42 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"42 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "43 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"43 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "44 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"44 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "48 PNASNet/Sequential[layer1]/CellB[1]/__add___1";
+"42 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "43 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"43 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "44 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"44 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "48 PNASNet/Sequential[layer1]/CellB[1]/__add___1";
 "45 PNASNet/Sequential[layer1]/CellB[1]/__add___0" -> "46 PNASNet/Sequential[layer1]/CellB[1]/relu_0";
 "46 PNASNet/Sequential[layer1]/CellB[1]/relu_0" -> "47 PNASNet/Sequential[layer1]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "47 PNASNet/Sequential[layer1]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "51 PNASNet/Sequential[layer1]/CellB[1]/cat_0";
@@ -579,26 +579,26 @@ strict digraph  {
 "50 PNASNet/Sequential[layer1]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "51 PNASNet/Sequential[layer1]/CellB[1]/cat_0";
 "51 PNASNet/Sequential[layer1]/CellB[1]/cat_0" -> "53 PNASNet/Sequential[layer1]/CellB[1]/NNCFConv2d[conv2]/conv2d_0";
 "52 PNASNet/Sequential[layer1]/CellB[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "53 PNASNet/Sequential[layer1]/CellB[1]/NNCFConv2d[conv2]/conv2d_0";
-"53 PNASNet/Sequential[layer1]/CellB[1]/NNCFConv2d[conv2]/conv2d_0" -> "54 PNASNet/Sequential[layer1]/CellB[1]/BatchNorm2d[bn2]/batch_norm_0";
-"54 PNASNet/Sequential[layer1]/CellB[1]/BatchNorm2d[bn2]/batch_norm_0" -> "55 PNASNet/Sequential[layer1]/CellB[1]/relu_2";
+"53 PNASNet/Sequential[layer1]/CellB[1]/NNCFConv2d[conv2]/conv2d_0" -> "54 PNASNet/Sequential[layer1]/CellB[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"54 PNASNet/Sequential[layer1]/CellB[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "55 PNASNet/Sequential[layer1]/CellB[1]/relu_2";
 "55 PNASNet/Sequential[layer1]/CellB[1]/relu_2" -> "56 PNASNet/Sequential[layer1]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "56 PNASNet/Sequential[layer1]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "58 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "56 PNASNet/Sequential[layer1]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "62 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "56 PNASNet/Sequential[layer1]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "65 PNASNet/Sequential[layer1]/CellB[2]/max_pool2d_0";
 "56 PNASNet/Sequential[layer1]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "67 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "57 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "58 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"58 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "59 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"59 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "60 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"60 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "70 PNASNet/Sequential[layer1]/CellB[2]/__add___0";
+"58 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "59 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"59 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "60 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"60 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "70 PNASNet/Sequential[layer1]/CellB[2]/__add___0";
 "61 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "62 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"62 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "63 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"63 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "64 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"64 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "70 PNASNet/Sequential[layer1]/CellB[2]/__add___0";
+"62 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "63 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"63 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "64 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"64 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "70 PNASNet/Sequential[layer1]/CellB[2]/__add___0";
 "65 PNASNet/Sequential[layer1]/CellB[2]/max_pool2d_0" -> "73 PNASNet/Sequential[layer1]/CellB[2]/__add___1";
 "66 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "67 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"67 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "68 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"68 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "69 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"69 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "73 PNASNet/Sequential[layer1]/CellB[2]/__add___1";
+"67 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "68 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"68 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "69 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"69 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "73 PNASNet/Sequential[layer1]/CellB[2]/__add___1";
 "70 PNASNet/Sequential[layer1]/CellB[2]/__add___0" -> "71 PNASNet/Sequential[layer1]/CellB[2]/relu_0";
 "71 PNASNet/Sequential[layer1]/CellB[2]/relu_0" -> "72 PNASNet/Sequential[layer1]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "72 PNASNet/Sequential[layer1]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "76 PNASNet/Sequential[layer1]/CellB[2]/cat_0";
@@ -607,26 +607,26 @@ strict digraph  {
 "75 PNASNet/Sequential[layer1]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "76 PNASNet/Sequential[layer1]/CellB[2]/cat_0";
 "76 PNASNet/Sequential[layer1]/CellB[2]/cat_0" -> "78 PNASNet/Sequential[layer1]/CellB[2]/NNCFConv2d[conv2]/conv2d_0";
 "77 PNASNet/Sequential[layer1]/CellB[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "78 PNASNet/Sequential[layer1]/CellB[2]/NNCFConv2d[conv2]/conv2d_0";
-"78 PNASNet/Sequential[layer1]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" -> "79 PNASNet/Sequential[layer1]/CellB[2]/BatchNorm2d[bn2]/batch_norm_0";
-"79 PNASNet/Sequential[layer1]/CellB[2]/BatchNorm2d[bn2]/batch_norm_0" -> "80 PNASNet/Sequential[layer1]/CellB[2]/relu_2";
+"78 PNASNet/Sequential[layer1]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" -> "79 PNASNet/Sequential[layer1]/CellB[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"79 PNASNet/Sequential[layer1]/CellB[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "80 PNASNet/Sequential[layer1]/CellB[2]/relu_2";
 "80 PNASNet/Sequential[layer1]/CellB[2]/relu_2" -> "81 PNASNet/Sequential[layer1]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "81 PNASNet/Sequential[layer1]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "83 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "81 PNASNet/Sequential[layer1]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "87 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "81 PNASNet/Sequential[layer1]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "90 PNASNet/Sequential[layer1]/CellB[3]/max_pool2d_0";
 "81 PNASNet/Sequential[layer1]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "92 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "82 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "83 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"83 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "84 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"84 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "85 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"85 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "95 PNASNet/Sequential[layer1]/CellB[3]/__add___0";
+"83 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "84 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"84 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "85 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"85 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "95 PNASNet/Sequential[layer1]/CellB[3]/__add___0";
 "86 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "87 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"87 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "88 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"88 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "89 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"89 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "95 PNASNet/Sequential[layer1]/CellB[3]/__add___0";
+"87 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "88 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"88 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "89 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"89 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "95 PNASNet/Sequential[layer1]/CellB[3]/__add___0";
 "90 PNASNet/Sequential[layer1]/CellB[3]/max_pool2d_0" -> "98 PNASNet/Sequential[layer1]/CellB[3]/__add___1";
 "91 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "92 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"92 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "93 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"93 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "94 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"94 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "98 PNASNet/Sequential[layer1]/CellB[3]/__add___1";
+"92 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "93 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"93 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "94 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"94 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "98 PNASNet/Sequential[layer1]/CellB[3]/__add___1";
 "95 PNASNet/Sequential[layer1]/CellB[3]/__add___0" -> "96 PNASNet/Sequential[layer1]/CellB[3]/relu_0";
 "96 PNASNet/Sequential[layer1]/CellB[3]/relu_0" -> "97 PNASNet/Sequential[layer1]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "98 PNASNet/Sequential[layer1]/CellB[3]/__add___1" -> "99 PNASNet/Sequential[layer1]/CellB[3]/relu_1";
@@ -635,26 +635,26 @@ strict digraph  {
 "100 PNASNet/Sequential[layer1]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "101 PNASNet/Sequential[layer1]/CellB[3]/cat_0";
 "101 PNASNet/Sequential[layer1]/CellB[3]/cat_0" -> "103 PNASNet/Sequential[layer1]/CellB[3]/NNCFConv2d[conv2]/conv2d_0";
 "102 PNASNet/Sequential[layer1]/CellB[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "103 PNASNet/Sequential[layer1]/CellB[3]/NNCFConv2d[conv2]/conv2d_0";
-"103 PNASNet/Sequential[layer1]/CellB[3]/NNCFConv2d[conv2]/conv2d_0" -> "104 PNASNet/Sequential[layer1]/CellB[3]/BatchNorm2d[bn2]/batch_norm_0";
-"104 PNASNet/Sequential[layer1]/CellB[3]/BatchNorm2d[bn2]/batch_norm_0" -> "105 PNASNet/Sequential[layer1]/CellB[3]/relu_2";
+"103 PNASNet/Sequential[layer1]/CellB[3]/NNCFConv2d[conv2]/conv2d_0" -> "104 PNASNet/Sequential[layer1]/CellB[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"104 PNASNet/Sequential[layer1]/CellB[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "105 PNASNet/Sequential[layer1]/CellB[3]/relu_2";
 "105 PNASNet/Sequential[layer1]/CellB[3]/relu_2" -> "106 PNASNet/Sequential[layer1]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2";
 "106 PNASNet/Sequential[layer1]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "108 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "106 PNASNet/Sequential[layer1]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "112 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "106 PNASNet/Sequential[layer1]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "115 PNASNet/Sequential[layer1]/CellB[4]/max_pool2d_0";
 "106 PNASNet/Sequential[layer1]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "117 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "107 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "108 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"108 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "109 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"109 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "110 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"110 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "120 PNASNet/Sequential[layer1]/CellB[4]/__add___0";
+"108 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "109 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"109 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "110 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"110 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "120 PNASNet/Sequential[layer1]/CellB[4]/__add___0";
 "111 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "112 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"112 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "113 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"113 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "114 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"114 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "120 PNASNet/Sequential[layer1]/CellB[4]/__add___0";
+"112 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "113 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"113 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "114 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"114 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "120 PNASNet/Sequential[layer1]/CellB[4]/__add___0";
 "115 PNASNet/Sequential[layer1]/CellB[4]/max_pool2d_0" -> "123 PNASNet/Sequential[layer1]/CellB[4]/__add___1";
 "116 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "117 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"117 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "118 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"118 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "119 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"119 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "123 PNASNet/Sequential[layer1]/CellB[4]/__add___1";
+"117 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "118 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"118 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "119 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"119 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "123 PNASNet/Sequential[layer1]/CellB[4]/__add___1";
 "120 PNASNet/Sequential[layer1]/CellB[4]/__add___0" -> "121 PNASNet/Sequential[layer1]/CellB[4]/relu_0";
 "121 PNASNet/Sequential[layer1]/CellB[4]/relu_0" -> "122 PNASNet/Sequential[layer1]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "122 PNASNet/Sequential[layer1]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "126 PNASNet/Sequential[layer1]/CellB[4]/cat_0";
@@ -663,26 +663,26 @@ strict digraph  {
 "125 PNASNet/Sequential[layer1]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_1" -> "126 PNASNet/Sequential[layer1]/CellB[4]/cat_0";
 "126 PNASNet/Sequential[layer1]/CellB[4]/cat_0" -> "128 PNASNet/Sequential[layer1]/CellB[4]/NNCFConv2d[conv2]/conv2d_0";
 "127 PNASNet/Sequential[layer1]/CellB[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "128 PNASNet/Sequential[layer1]/CellB[4]/NNCFConv2d[conv2]/conv2d_0";
-"128 PNASNet/Sequential[layer1]/CellB[4]/NNCFConv2d[conv2]/conv2d_0" -> "129 PNASNet/Sequential[layer1]/CellB[4]/BatchNorm2d[bn2]/batch_norm_0";
-"129 PNASNet/Sequential[layer1]/CellB[4]/BatchNorm2d[bn2]/batch_norm_0" -> "130 PNASNet/Sequential[layer1]/CellB[4]/relu_2";
+"128 PNASNet/Sequential[layer1]/CellB[4]/NNCFConv2d[conv2]/conv2d_0" -> "129 PNASNet/Sequential[layer1]/CellB[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"129 PNASNet/Sequential[layer1]/CellB[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "130 PNASNet/Sequential[layer1]/CellB[4]/relu_2";
 "130 PNASNet/Sequential[layer1]/CellB[4]/relu_2" -> "131 PNASNet/Sequential[layer1]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2";
 "131 PNASNet/Sequential[layer1]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "133 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "131 PNASNet/Sequential[layer1]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "137 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "131 PNASNet/Sequential[layer1]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "140 PNASNet/Sequential[layer1]/CellB[5]/max_pool2d_0";
 "131 PNASNet/Sequential[layer1]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "142 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "132 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "133 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"133 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "134 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"134 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "135 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"135 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "145 PNASNet/Sequential[layer1]/CellB[5]/__add___0";
+"133 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "134 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"134 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "135 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"135 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "145 PNASNet/Sequential[layer1]/CellB[5]/__add___0";
 "136 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "137 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"137 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "138 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"138 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "139 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"139 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "145 PNASNet/Sequential[layer1]/CellB[5]/__add___0";
+"137 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "138 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"138 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "139 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"139 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "145 PNASNet/Sequential[layer1]/CellB[5]/__add___0";
 "140 PNASNet/Sequential[layer1]/CellB[5]/max_pool2d_0" -> "148 PNASNet/Sequential[layer1]/CellB[5]/__add___1";
 "141 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "142 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"142 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "143 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"143 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "144 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"144 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "148 PNASNet/Sequential[layer1]/CellB[5]/__add___1";
+"142 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "143 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"143 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "144 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"144 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "148 PNASNet/Sequential[layer1]/CellB[5]/__add___1";
 "145 PNASNet/Sequential[layer1]/CellB[5]/__add___0" -> "146 PNASNet/Sequential[layer1]/CellB[5]/relu_0";
 "146 PNASNet/Sequential[layer1]/CellB[5]/relu_0" -> "147 PNASNet/Sequential[layer1]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "147 PNASNet/Sequential[layer1]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "151 PNASNet/Sequential[layer1]/CellB[5]/cat_0";
@@ -691,30 +691,30 @@ strict digraph  {
 "150 PNASNet/Sequential[layer1]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_1" -> "151 PNASNet/Sequential[layer1]/CellB[5]/cat_0";
 "151 PNASNet/Sequential[layer1]/CellB[5]/cat_0" -> "153 PNASNet/Sequential[layer1]/CellB[5]/NNCFConv2d[conv2]/conv2d_0";
 "152 PNASNet/Sequential[layer1]/CellB[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "153 PNASNet/Sequential[layer1]/CellB[5]/NNCFConv2d[conv2]/conv2d_0";
-"153 PNASNet/Sequential[layer1]/CellB[5]/NNCFConv2d[conv2]/conv2d_0" -> "154 PNASNet/Sequential[layer1]/CellB[5]/BatchNorm2d[bn2]/batch_norm_0";
-"154 PNASNet/Sequential[layer1]/CellB[5]/BatchNorm2d[bn2]/batch_norm_0" -> "155 PNASNet/Sequential[layer1]/CellB[5]/relu_2";
+"153 PNASNet/Sequential[layer1]/CellB[5]/NNCFConv2d[conv2]/conv2d_0" -> "154 PNASNet/Sequential[layer1]/CellB[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"154 PNASNet/Sequential[layer1]/CellB[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "155 PNASNet/Sequential[layer1]/CellB[5]/relu_2";
 "155 PNASNet/Sequential[layer1]/CellB[5]/relu_2" -> "156 PNASNet/Sequential[layer1]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_2";
 "156 PNASNet/Sequential[layer1]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_2" -> "158 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "156 PNASNet/Sequential[layer1]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_2" -> "162 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "156 PNASNet/Sequential[layer1]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_2" -> "165 PNASNet/CellB[layer2]/max_pool2d_0";
 "156 PNASNet/Sequential[layer1]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_2" -> "171 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "157 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "158 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"158 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "159 PNASNet/CellB[layer2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"159 PNASNet/CellB[layer2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "160 PNASNet/CellB[layer2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"160 PNASNet/CellB[layer2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "174 PNASNet/CellB[layer2]/__add___0";
+"158 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "159 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"159 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "160 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"160 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "174 PNASNet/CellB[layer2]/__add___0";
 "161 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "162 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"162 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "163 PNASNet/CellB[layer2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"163 PNASNet/CellB[layer2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "164 PNASNet/CellB[layer2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"164 PNASNet/CellB[layer2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "174 PNASNet/CellB[layer2]/__add___0";
+"162 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "163 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"163 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "164 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"164 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "174 PNASNet/CellB[layer2]/__add___0";
 "165 PNASNet/CellB[layer2]/max_pool2d_0" -> "167 PNASNet/CellB[layer2]/NNCFConv2d[conv1]/conv2d_0";
 "166 PNASNet/CellB[layer2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "167 PNASNet/CellB[layer2]/NNCFConv2d[conv1]/conv2d_0";
-"167 PNASNet/CellB[layer2]/NNCFConv2d[conv1]/conv2d_0" -> "168 PNASNet/CellB[layer2]/BatchNorm2d[bn1]/batch_norm_0";
-"168 PNASNet/CellB[layer2]/BatchNorm2d[bn1]/batch_norm_0" -> "169 PNASNet/CellB[layer2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"169 PNASNet/CellB[layer2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "177 PNASNet/CellB[layer2]/__add___1";
+"167 PNASNet/CellB[layer2]/NNCFConv2d[conv1]/conv2d_0" -> "168 PNASNet/CellB[layer2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"168 PNASNet/CellB[layer2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "169 PNASNet/CellB[layer2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"169 PNASNet/CellB[layer2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "177 PNASNet/CellB[layer2]/__add___1";
 "170 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "171 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"171 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "172 PNASNet/CellB[layer2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"172 PNASNet/CellB[layer2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "173 PNASNet/CellB[layer2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"173 PNASNet/CellB[layer2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "177 PNASNet/CellB[layer2]/__add___1";
+"171 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "172 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"172 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "173 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"173 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "177 PNASNet/CellB[layer2]/__add___1";
 "174 PNASNet/CellB[layer2]/__add___0" -> "175 PNASNet/CellB[layer2]/relu_0";
 "175 PNASNet/CellB[layer2]/relu_0" -> "176 PNASNet/CellB[layer2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "176 PNASNet/CellB[layer2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "180 PNASNet/CellB[layer2]/cat_0";
@@ -723,26 +723,26 @@ strict digraph  {
 "179 PNASNet/CellB[layer2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "180 PNASNet/CellB[layer2]/cat_0";
 "180 PNASNet/CellB[layer2]/cat_0" -> "182 PNASNet/CellB[layer2]/NNCFConv2d[conv2]/conv2d_0";
 "181 PNASNet/CellB[layer2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "182 PNASNet/CellB[layer2]/NNCFConv2d[conv2]/conv2d_0";
-"182 PNASNet/CellB[layer2]/NNCFConv2d[conv2]/conv2d_0" -> "183 PNASNet/CellB[layer2]/BatchNorm2d[bn2]/batch_norm_0";
-"183 PNASNet/CellB[layer2]/BatchNorm2d[bn2]/batch_norm_0" -> "184 PNASNet/CellB[layer2]/relu_2";
+"182 PNASNet/CellB[layer2]/NNCFConv2d[conv2]/conv2d_0" -> "183 PNASNet/CellB[layer2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"183 PNASNet/CellB[layer2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "184 PNASNet/CellB[layer2]/relu_2";
 "184 PNASNet/CellB[layer2]/relu_2" -> "185 PNASNet/CellB[layer2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "185 PNASNet/CellB[layer2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "187 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "185 PNASNet/CellB[layer2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "191 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "185 PNASNet/CellB[layer2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "194 PNASNet/Sequential[layer3]/CellB[0]/max_pool2d_0";
 "185 PNASNet/CellB[layer2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "196 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "186 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "187 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"187 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "188 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"188 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "189 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"189 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "199 PNASNet/Sequential[layer3]/CellB[0]/__add___0";
+"187 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "188 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"188 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "189 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"189 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "199 PNASNet/Sequential[layer3]/CellB[0]/__add___0";
 "190 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "191 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"191 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "192 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"192 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "193 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"193 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "199 PNASNet/Sequential[layer3]/CellB[0]/__add___0";
+"191 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "192 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"192 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "193 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"193 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "199 PNASNet/Sequential[layer3]/CellB[0]/__add___0";
 "194 PNASNet/Sequential[layer3]/CellB[0]/max_pool2d_0" -> "202 PNASNet/Sequential[layer3]/CellB[0]/__add___1";
 "195 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "196 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"196 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "197 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"197 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "198 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"198 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "202 PNASNet/Sequential[layer3]/CellB[0]/__add___1";
+"196 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "197 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"197 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "198 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"198 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "202 PNASNet/Sequential[layer3]/CellB[0]/__add___1";
 "199 PNASNet/Sequential[layer3]/CellB[0]/__add___0" -> "200 PNASNet/Sequential[layer3]/CellB[0]/relu_0";
 "200 PNASNet/Sequential[layer3]/CellB[0]/relu_0" -> "201 PNASNet/Sequential[layer3]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "201 PNASNet/Sequential[layer3]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "205 PNASNet/Sequential[layer3]/CellB[0]/cat_0";
@@ -751,26 +751,26 @@ strict digraph  {
 "204 PNASNet/Sequential[layer3]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "205 PNASNet/Sequential[layer3]/CellB[0]/cat_0";
 "205 PNASNet/Sequential[layer3]/CellB[0]/cat_0" -> "207 PNASNet/Sequential[layer3]/CellB[0]/NNCFConv2d[conv2]/conv2d_0";
 "206 PNASNet/Sequential[layer3]/CellB[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "207 PNASNet/Sequential[layer3]/CellB[0]/NNCFConv2d[conv2]/conv2d_0";
-"207 PNASNet/Sequential[layer3]/CellB[0]/NNCFConv2d[conv2]/conv2d_0" -> "208 PNASNet/Sequential[layer3]/CellB[0]/BatchNorm2d[bn2]/batch_norm_0";
-"208 PNASNet/Sequential[layer3]/CellB[0]/BatchNorm2d[bn2]/batch_norm_0" -> "209 PNASNet/Sequential[layer3]/CellB[0]/relu_2";
+"207 PNASNet/Sequential[layer3]/CellB[0]/NNCFConv2d[conv2]/conv2d_0" -> "208 PNASNet/Sequential[layer3]/CellB[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"208 PNASNet/Sequential[layer3]/CellB[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "209 PNASNet/Sequential[layer3]/CellB[0]/relu_2";
 "209 PNASNet/Sequential[layer3]/CellB[0]/relu_2" -> "210 PNASNet/Sequential[layer3]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "210 PNASNet/Sequential[layer3]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "212 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "210 PNASNet/Sequential[layer3]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "216 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "210 PNASNet/Sequential[layer3]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "219 PNASNet/Sequential[layer3]/CellB[1]/max_pool2d_0";
 "210 PNASNet/Sequential[layer3]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "221 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "211 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "212 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"212 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "213 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"213 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "214 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"214 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "224 PNASNet/Sequential[layer3]/CellB[1]/__add___0";
+"212 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "213 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"213 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "214 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"214 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "224 PNASNet/Sequential[layer3]/CellB[1]/__add___0";
 "215 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "216 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"216 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "217 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"217 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "218 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"218 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "224 PNASNet/Sequential[layer3]/CellB[1]/__add___0";
+"216 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "217 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"217 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "218 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"218 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "224 PNASNet/Sequential[layer3]/CellB[1]/__add___0";
 "219 PNASNet/Sequential[layer3]/CellB[1]/max_pool2d_0" -> "227 PNASNet/Sequential[layer3]/CellB[1]/__add___1";
 "220 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "221 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"221 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "222 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"222 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "223 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"223 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "227 PNASNet/Sequential[layer3]/CellB[1]/__add___1";
+"221 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "222 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"222 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "223 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"223 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "227 PNASNet/Sequential[layer3]/CellB[1]/__add___1";
 "224 PNASNet/Sequential[layer3]/CellB[1]/__add___0" -> "225 PNASNet/Sequential[layer3]/CellB[1]/relu_0";
 "225 PNASNet/Sequential[layer3]/CellB[1]/relu_0" -> "226 PNASNet/Sequential[layer3]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "226 PNASNet/Sequential[layer3]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "230 PNASNet/Sequential[layer3]/CellB[1]/cat_0";
@@ -779,26 +779,26 @@ strict digraph  {
 "229 PNASNet/Sequential[layer3]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "230 PNASNet/Sequential[layer3]/CellB[1]/cat_0";
 "230 PNASNet/Sequential[layer3]/CellB[1]/cat_0" -> "232 PNASNet/Sequential[layer3]/CellB[1]/NNCFConv2d[conv2]/conv2d_0";
 "231 PNASNet/Sequential[layer3]/CellB[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "232 PNASNet/Sequential[layer3]/CellB[1]/NNCFConv2d[conv2]/conv2d_0";
-"232 PNASNet/Sequential[layer3]/CellB[1]/NNCFConv2d[conv2]/conv2d_0" -> "233 PNASNet/Sequential[layer3]/CellB[1]/BatchNorm2d[bn2]/batch_norm_0";
-"233 PNASNet/Sequential[layer3]/CellB[1]/BatchNorm2d[bn2]/batch_norm_0" -> "234 PNASNet/Sequential[layer3]/CellB[1]/relu_2";
+"232 PNASNet/Sequential[layer3]/CellB[1]/NNCFConv2d[conv2]/conv2d_0" -> "233 PNASNet/Sequential[layer3]/CellB[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"233 PNASNet/Sequential[layer3]/CellB[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "234 PNASNet/Sequential[layer3]/CellB[1]/relu_2";
 "234 PNASNet/Sequential[layer3]/CellB[1]/relu_2" -> "235 PNASNet/Sequential[layer3]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "235 PNASNet/Sequential[layer3]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "237 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "235 PNASNet/Sequential[layer3]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "241 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "235 PNASNet/Sequential[layer3]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "244 PNASNet/Sequential[layer3]/CellB[2]/max_pool2d_0";
 "235 PNASNet/Sequential[layer3]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "246 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "236 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "237 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"237 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "238 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"238 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "239 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"239 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "249 PNASNet/Sequential[layer3]/CellB[2]/__add___0";
+"237 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "238 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"238 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "239 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"239 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "249 PNASNet/Sequential[layer3]/CellB[2]/__add___0";
 "240 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "241 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"241 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "242 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"242 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "243 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"243 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "249 PNASNet/Sequential[layer3]/CellB[2]/__add___0";
+"241 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "242 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"242 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "243 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"243 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "249 PNASNet/Sequential[layer3]/CellB[2]/__add___0";
 "244 PNASNet/Sequential[layer3]/CellB[2]/max_pool2d_0" -> "252 PNASNet/Sequential[layer3]/CellB[2]/__add___1";
 "245 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "246 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"246 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "247 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"247 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "248 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"248 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "252 PNASNet/Sequential[layer3]/CellB[2]/__add___1";
+"246 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "247 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"247 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "248 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"248 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "252 PNASNet/Sequential[layer3]/CellB[2]/__add___1";
 "249 PNASNet/Sequential[layer3]/CellB[2]/__add___0" -> "250 PNASNet/Sequential[layer3]/CellB[2]/relu_0";
 "250 PNASNet/Sequential[layer3]/CellB[2]/relu_0" -> "251 PNASNet/Sequential[layer3]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "251 PNASNet/Sequential[layer3]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "255 PNASNet/Sequential[layer3]/CellB[2]/cat_0";
@@ -807,26 +807,26 @@ strict digraph  {
 "254 PNASNet/Sequential[layer3]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "255 PNASNet/Sequential[layer3]/CellB[2]/cat_0";
 "255 PNASNet/Sequential[layer3]/CellB[2]/cat_0" -> "257 PNASNet/Sequential[layer3]/CellB[2]/NNCFConv2d[conv2]/conv2d_0";
 "256 PNASNet/Sequential[layer3]/CellB[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "257 PNASNet/Sequential[layer3]/CellB[2]/NNCFConv2d[conv2]/conv2d_0";
-"257 PNASNet/Sequential[layer3]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" -> "258 PNASNet/Sequential[layer3]/CellB[2]/BatchNorm2d[bn2]/batch_norm_0";
-"258 PNASNet/Sequential[layer3]/CellB[2]/BatchNorm2d[bn2]/batch_norm_0" -> "259 PNASNet/Sequential[layer3]/CellB[2]/relu_2";
+"257 PNASNet/Sequential[layer3]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" -> "258 PNASNet/Sequential[layer3]/CellB[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"258 PNASNet/Sequential[layer3]/CellB[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "259 PNASNet/Sequential[layer3]/CellB[2]/relu_2";
 "259 PNASNet/Sequential[layer3]/CellB[2]/relu_2" -> "260 PNASNet/Sequential[layer3]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "260 PNASNet/Sequential[layer3]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "262 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "260 PNASNet/Sequential[layer3]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "266 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "260 PNASNet/Sequential[layer3]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "269 PNASNet/Sequential[layer3]/CellB[3]/max_pool2d_0";
 "260 PNASNet/Sequential[layer3]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "271 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "261 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "262 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"262 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "263 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"263 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "264 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"264 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "274 PNASNet/Sequential[layer3]/CellB[3]/__add___0";
+"262 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "263 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"263 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "264 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"264 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "274 PNASNet/Sequential[layer3]/CellB[3]/__add___0";
 "265 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "266 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"266 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "267 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"267 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "268 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"268 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "274 PNASNet/Sequential[layer3]/CellB[3]/__add___0";
+"266 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "267 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"267 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "268 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"268 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "274 PNASNet/Sequential[layer3]/CellB[3]/__add___0";
 "269 PNASNet/Sequential[layer3]/CellB[3]/max_pool2d_0" -> "277 PNASNet/Sequential[layer3]/CellB[3]/__add___1";
 "270 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "271 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"271 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "272 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"272 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "273 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"273 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "277 PNASNet/Sequential[layer3]/CellB[3]/__add___1";
+"271 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "272 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"272 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "273 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"273 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "277 PNASNet/Sequential[layer3]/CellB[3]/__add___1";
 "274 PNASNet/Sequential[layer3]/CellB[3]/__add___0" -> "275 PNASNet/Sequential[layer3]/CellB[3]/relu_0";
 "275 PNASNet/Sequential[layer3]/CellB[3]/relu_0" -> "276 PNASNet/Sequential[layer3]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "276 PNASNet/Sequential[layer3]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "280 PNASNet/Sequential[layer3]/CellB[3]/cat_0";
@@ -835,26 +835,26 @@ strict digraph  {
 "279 PNASNet/Sequential[layer3]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "280 PNASNet/Sequential[layer3]/CellB[3]/cat_0";
 "280 PNASNet/Sequential[layer3]/CellB[3]/cat_0" -> "282 PNASNet/Sequential[layer3]/CellB[3]/NNCFConv2d[conv2]/conv2d_0";
 "281 PNASNet/Sequential[layer3]/CellB[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "282 PNASNet/Sequential[layer3]/CellB[3]/NNCFConv2d[conv2]/conv2d_0";
-"282 PNASNet/Sequential[layer3]/CellB[3]/NNCFConv2d[conv2]/conv2d_0" -> "283 PNASNet/Sequential[layer3]/CellB[3]/BatchNorm2d[bn2]/batch_norm_0";
-"283 PNASNet/Sequential[layer3]/CellB[3]/BatchNorm2d[bn2]/batch_norm_0" -> "284 PNASNet/Sequential[layer3]/CellB[3]/relu_2";
+"282 PNASNet/Sequential[layer3]/CellB[3]/NNCFConv2d[conv2]/conv2d_0" -> "283 PNASNet/Sequential[layer3]/CellB[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"283 PNASNet/Sequential[layer3]/CellB[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "284 PNASNet/Sequential[layer3]/CellB[3]/relu_2";
 "284 PNASNet/Sequential[layer3]/CellB[3]/relu_2" -> "285 PNASNet/Sequential[layer3]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2";
 "285 PNASNet/Sequential[layer3]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "287 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "285 PNASNet/Sequential[layer3]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "291 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "285 PNASNet/Sequential[layer3]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "294 PNASNet/Sequential[layer3]/CellB[4]/max_pool2d_0";
 "285 PNASNet/Sequential[layer3]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "296 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "286 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "287 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"287 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "288 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"288 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "289 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"289 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "299 PNASNet/Sequential[layer3]/CellB[4]/__add___0";
+"287 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "288 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"288 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "289 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"289 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "299 PNASNet/Sequential[layer3]/CellB[4]/__add___0";
 "290 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "291 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"291 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "292 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"292 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "293 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"293 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "299 PNASNet/Sequential[layer3]/CellB[4]/__add___0";
+"291 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "292 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"292 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "293 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"293 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "299 PNASNet/Sequential[layer3]/CellB[4]/__add___0";
 "294 PNASNet/Sequential[layer3]/CellB[4]/max_pool2d_0" -> "302 PNASNet/Sequential[layer3]/CellB[4]/__add___1";
 "295 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "296 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"296 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "297 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"297 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "298 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"298 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "302 PNASNet/Sequential[layer3]/CellB[4]/__add___1";
+"296 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "297 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"297 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "298 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"298 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "302 PNASNet/Sequential[layer3]/CellB[4]/__add___1";
 "299 PNASNet/Sequential[layer3]/CellB[4]/__add___0" -> "300 PNASNet/Sequential[layer3]/CellB[4]/relu_0";
 "300 PNASNet/Sequential[layer3]/CellB[4]/relu_0" -> "301 PNASNet/Sequential[layer3]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "301 PNASNet/Sequential[layer3]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "305 PNASNet/Sequential[layer3]/CellB[4]/cat_0";
@@ -863,26 +863,26 @@ strict digraph  {
 "304 PNASNet/Sequential[layer3]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_1" -> "305 PNASNet/Sequential[layer3]/CellB[4]/cat_0";
 "305 PNASNet/Sequential[layer3]/CellB[4]/cat_0" -> "307 PNASNet/Sequential[layer3]/CellB[4]/NNCFConv2d[conv2]/conv2d_0";
 "306 PNASNet/Sequential[layer3]/CellB[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "307 PNASNet/Sequential[layer3]/CellB[4]/NNCFConv2d[conv2]/conv2d_0";
-"307 PNASNet/Sequential[layer3]/CellB[4]/NNCFConv2d[conv2]/conv2d_0" -> "308 PNASNet/Sequential[layer3]/CellB[4]/BatchNorm2d[bn2]/batch_norm_0";
-"308 PNASNet/Sequential[layer3]/CellB[4]/BatchNorm2d[bn2]/batch_norm_0" -> "309 PNASNet/Sequential[layer3]/CellB[4]/relu_2";
+"307 PNASNet/Sequential[layer3]/CellB[4]/NNCFConv2d[conv2]/conv2d_0" -> "308 PNASNet/Sequential[layer3]/CellB[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"308 PNASNet/Sequential[layer3]/CellB[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "309 PNASNet/Sequential[layer3]/CellB[4]/relu_2";
 "309 PNASNet/Sequential[layer3]/CellB[4]/relu_2" -> "310 PNASNet/Sequential[layer3]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2";
 "310 PNASNet/Sequential[layer3]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "312 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "310 PNASNet/Sequential[layer3]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "316 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "310 PNASNet/Sequential[layer3]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "319 PNASNet/Sequential[layer3]/CellB[5]/max_pool2d_0";
 "310 PNASNet/Sequential[layer3]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "321 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "311 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "312 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"312 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "313 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"313 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "314 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"314 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "324 PNASNet/Sequential[layer3]/CellB[5]/__add___0";
+"312 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "313 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"313 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "314 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"314 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "324 PNASNet/Sequential[layer3]/CellB[5]/__add___0";
 "315 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "316 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"316 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "317 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"317 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "318 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"318 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "324 PNASNet/Sequential[layer3]/CellB[5]/__add___0";
+"316 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "317 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"317 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "318 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"318 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "324 PNASNet/Sequential[layer3]/CellB[5]/__add___0";
 "319 PNASNet/Sequential[layer3]/CellB[5]/max_pool2d_0" -> "327 PNASNet/Sequential[layer3]/CellB[5]/__add___1";
 "320 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "321 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"321 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "322 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"322 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "323 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"323 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "327 PNASNet/Sequential[layer3]/CellB[5]/__add___1";
+"321 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "322 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"322 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "323 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"323 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "327 PNASNet/Sequential[layer3]/CellB[5]/__add___1";
 "324 PNASNet/Sequential[layer3]/CellB[5]/__add___0" -> "325 PNASNet/Sequential[layer3]/CellB[5]/relu_0";
 "325 PNASNet/Sequential[layer3]/CellB[5]/relu_0" -> "326 PNASNet/Sequential[layer3]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "326 PNASNet/Sequential[layer3]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "330 PNASNet/Sequential[layer3]/CellB[5]/cat_0";
@@ -891,30 +891,30 @@ strict digraph  {
 "329 PNASNet/Sequential[layer3]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_1" -> "330 PNASNet/Sequential[layer3]/CellB[5]/cat_0";
 "330 PNASNet/Sequential[layer3]/CellB[5]/cat_0" -> "332 PNASNet/Sequential[layer3]/CellB[5]/NNCFConv2d[conv2]/conv2d_0";
 "331 PNASNet/Sequential[layer3]/CellB[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "332 PNASNet/Sequential[layer3]/CellB[5]/NNCFConv2d[conv2]/conv2d_0";
-"332 PNASNet/Sequential[layer3]/CellB[5]/NNCFConv2d[conv2]/conv2d_0" -> "333 PNASNet/Sequential[layer3]/CellB[5]/BatchNorm2d[bn2]/batch_norm_0";
-"333 PNASNet/Sequential[layer3]/CellB[5]/BatchNorm2d[bn2]/batch_norm_0" -> "334 PNASNet/Sequential[layer3]/CellB[5]/relu_2";
+"332 PNASNet/Sequential[layer3]/CellB[5]/NNCFConv2d[conv2]/conv2d_0" -> "333 PNASNet/Sequential[layer3]/CellB[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"333 PNASNet/Sequential[layer3]/CellB[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "334 PNASNet/Sequential[layer3]/CellB[5]/relu_2";
 "334 PNASNet/Sequential[layer3]/CellB[5]/relu_2" -> "335 PNASNet/Sequential[layer3]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_2";
 "335 PNASNet/Sequential[layer3]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_2" -> "337 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "335 PNASNet/Sequential[layer3]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_2" -> "341 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "335 PNASNet/Sequential[layer3]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_2" -> "344 PNASNet/CellB[layer4]/max_pool2d_0";
 "335 PNASNet/Sequential[layer3]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_2" -> "350 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "336 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "337 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"337 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "338 PNASNet/CellB[layer4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"338 PNASNet/CellB[layer4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "339 PNASNet/CellB[layer4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"339 PNASNet/CellB[layer4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "353 PNASNet/CellB[layer4]/__add___0";
+"337 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "338 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"338 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "339 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"339 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "353 PNASNet/CellB[layer4]/__add___0";
 "340 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "341 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"341 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "342 PNASNet/CellB[layer4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"342 PNASNet/CellB[layer4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "343 PNASNet/CellB[layer4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"343 PNASNet/CellB[layer4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "353 PNASNet/CellB[layer4]/__add___0";
+"341 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "342 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"342 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "343 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"343 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "353 PNASNet/CellB[layer4]/__add___0";
 "344 PNASNet/CellB[layer4]/max_pool2d_0" -> "346 PNASNet/CellB[layer4]/NNCFConv2d[conv1]/conv2d_0";
 "345 PNASNet/CellB[layer4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "346 PNASNet/CellB[layer4]/NNCFConv2d[conv1]/conv2d_0";
-"346 PNASNet/CellB[layer4]/NNCFConv2d[conv1]/conv2d_0" -> "347 PNASNet/CellB[layer4]/BatchNorm2d[bn1]/batch_norm_0";
-"347 PNASNet/CellB[layer4]/BatchNorm2d[bn1]/batch_norm_0" -> "348 PNASNet/CellB[layer4]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"348 PNASNet/CellB[layer4]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "356 PNASNet/CellB[layer4]/__add___1";
+"346 PNASNet/CellB[layer4]/NNCFConv2d[conv1]/conv2d_0" -> "347 PNASNet/CellB[layer4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"347 PNASNet/CellB[layer4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "348 PNASNet/CellB[layer4]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"348 PNASNet/CellB[layer4]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "356 PNASNet/CellB[layer4]/__add___1";
 "349 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "350 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"350 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "351 PNASNet/CellB[layer4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"351 PNASNet/CellB[layer4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "352 PNASNet/CellB[layer4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"352 PNASNet/CellB[layer4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "356 PNASNet/CellB[layer4]/__add___1";
+"350 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "351 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"351 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "352 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"352 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "356 PNASNet/CellB[layer4]/__add___1";
 "353 PNASNet/CellB[layer4]/__add___0" -> "354 PNASNet/CellB[layer4]/relu_0";
 "354 PNASNet/CellB[layer4]/relu_0" -> "355 PNASNet/CellB[layer4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "355 PNASNet/CellB[layer4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "359 PNASNet/CellB[layer4]/cat_0";
@@ -923,26 +923,26 @@ strict digraph  {
 "358 PNASNet/CellB[layer4]/AsymmetricQuantizer/asymmetric_quantize_1" -> "359 PNASNet/CellB[layer4]/cat_0";
 "359 PNASNet/CellB[layer4]/cat_0" -> "361 PNASNet/CellB[layer4]/NNCFConv2d[conv2]/conv2d_0";
 "360 PNASNet/CellB[layer4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "361 PNASNet/CellB[layer4]/NNCFConv2d[conv2]/conv2d_0";
-"361 PNASNet/CellB[layer4]/NNCFConv2d[conv2]/conv2d_0" -> "362 PNASNet/CellB[layer4]/BatchNorm2d[bn2]/batch_norm_0";
-"362 PNASNet/CellB[layer4]/BatchNorm2d[bn2]/batch_norm_0" -> "363 PNASNet/CellB[layer4]/relu_2";
+"361 PNASNet/CellB[layer4]/NNCFConv2d[conv2]/conv2d_0" -> "362 PNASNet/CellB[layer4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"362 PNASNet/CellB[layer4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "363 PNASNet/CellB[layer4]/relu_2";
 "363 PNASNet/CellB[layer4]/relu_2" -> "364 PNASNet/CellB[layer4]/AsymmetricQuantizer/asymmetric_quantize_2";
 "364 PNASNet/CellB[layer4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "366 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "364 PNASNet/CellB[layer4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "370 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "364 PNASNet/CellB[layer4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "373 PNASNet/Sequential[layer5]/CellB[0]/max_pool2d_0";
 "364 PNASNet/CellB[layer4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "375 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "365 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "366 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"366 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "367 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"367 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "368 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"368 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "378 PNASNet/Sequential[layer5]/CellB[0]/__add___0";
+"366 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "367 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"367 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "368 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"368 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "378 PNASNet/Sequential[layer5]/CellB[0]/__add___0";
 "369 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "370 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"370 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "371 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"371 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "372 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"372 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "378 PNASNet/Sequential[layer5]/CellB[0]/__add___0";
+"370 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "371 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"371 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "372 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"372 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "378 PNASNet/Sequential[layer5]/CellB[0]/__add___0";
 "373 PNASNet/Sequential[layer5]/CellB[0]/max_pool2d_0" -> "381 PNASNet/Sequential[layer5]/CellB[0]/__add___1";
 "374 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "375 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"375 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "376 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"376 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "377 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"377 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "381 PNASNet/Sequential[layer5]/CellB[0]/__add___1";
+"375 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "376 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"376 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "377 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"377 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "381 PNASNet/Sequential[layer5]/CellB[0]/__add___1";
 "378 PNASNet/Sequential[layer5]/CellB[0]/__add___0" -> "379 PNASNet/Sequential[layer5]/CellB[0]/relu_0";
 "379 PNASNet/Sequential[layer5]/CellB[0]/relu_0" -> "380 PNASNet/Sequential[layer5]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "380 PNASNet/Sequential[layer5]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "384 PNASNet/Sequential[layer5]/CellB[0]/cat_0";
@@ -951,26 +951,26 @@ strict digraph  {
 "383 PNASNet/Sequential[layer5]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "384 PNASNet/Sequential[layer5]/CellB[0]/cat_0";
 "384 PNASNet/Sequential[layer5]/CellB[0]/cat_0" -> "386 PNASNet/Sequential[layer5]/CellB[0]/NNCFConv2d[conv2]/conv2d_0";
 "385 PNASNet/Sequential[layer5]/CellB[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "386 PNASNet/Sequential[layer5]/CellB[0]/NNCFConv2d[conv2]/conv2d_0";
-"386 PNASNet/Sequential[layer5]/CellB[0]/NNCFConv2d[conv2]/conv2d_0" -> "387 PNASNet/Sequential[layer5]/CellB[0]/BatchNorm2d[bn2]/batch_norm_0";
-"387 PNASNet/Sequential[layer5]/CellB[0]/BatchNorm2d[bn2]/batch_norm_0" -> "388 PNASNet/Sequential[layer5]/CellB[0]/relu_2";
+"386 PNASNet/Sequential[layer5]/CellB[0]/NNCFConv2d[conv2]/conv2d_0" -> "387 PNASNet/Sequential[layer5]/CellB[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"387 PNASNet/Sequential[layer5]/CellB[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "388 PNASNet/Sequential[layer5]/CellB[0]/relu_2";
 "388 PNASNet/Sequential[layer5]/CellB[0]/relu_2" -> "389 PNASNet/Sequential[layer5]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "389 PNASNet/Sequential[layer5]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "391 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "389 PNASNet/Sequential[layer5]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "395 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "389 PNASNet/Sequential[layer5]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "398 PNASNet/Sequential[layer5]/CellB[1]/max_pool2d_0";
 "389 PNASNet/Sequential[layer5]/CellB[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "400 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "390 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "391 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"391 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "392 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"392 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "393 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"393 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "403 PNASNet/Sequential[layer5]/CellB[1]/__add___0";
+"391 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "392 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"392 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "393 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"393 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "403 PNASNet/Sequential[layer5]/CellB[1]/__add___0";
 "394 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "395 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"395 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "396 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"396 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "397 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"397 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "403 PNASNet/Sequential[layer5]/CellB[1]/__add___0";
+"395 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "396 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"396 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "397 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"397 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "403 PNASNet/Sequential[layer5]/CellB[1]/__add___0";
 "398 PNASNet/Sequential[layer5]/CellB[1]/max_pool2d_0" -> "406 PNASNet/Sequential[layer5]/CellB[1]/__add___1";
 "399 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "400 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"400 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "401 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"401 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "402 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"402 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "406 PNASNet/Sequential[layer5]/CellB[1]/__add___1";
+"400 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "401 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"401 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "402 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"402 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "406 PNASNet/Sequential[layer5]/CellB[1]/__add___1";
 "403 PNASNet/Sequential[layer5]/CellB[1]/__add___0" -> "404 PNASNet/Sequential[layer5]/CellB[1]/relu_0";
 "404 PNASNet/Sequential[layer5]/CellB[1]/relu_0" -> "405 PNASNet/Sequential[layer5]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "405 PNASNet/Sequential[layer5]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "409 PNASNet/Sequential[layer5]/CellB[1]/cat_0";
@@ -979,26 +979,26 @@ strict digraph  {
 "408 PNASNet/Sequential[layer5]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "409 PNASNet/Sequential[layer5]/CellB[1]/cat_0";
 "409 PNASNet/Sequential[layer5]/CellB[1]/cat_0" -> "411 PNASNet/Sequential[layer5]/CellB[1]/NNCFConv2d[conv2]/conv2d_0";
 "410 PNASNet/Sequential[layer5]/CellB[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "411 PNASNet/Sequential[layer5]/CellB[1]/NNCFConv2d[conv2]/conv2d_0";
-"411 PNASNet/Sequential[layer5]/CellB[1]/NNCFConv2d[conv2]/conv2d_0" -> "412 PNASNet/Sequential[layer5]/CellB[1]/BatchNorm2d[bn2]/batch_norm_0";
-"412 PNASNet/Sequential[layer5]/CellB[1]/BatchNorm2d[bn2]/batch_norm_0" -> "413 PNASNet/Sequential[layer5]/CellB[1]/relu_2";
+"411 PNASNet/Sequential[layer5]/CellB[1]/NNCFConv2d[conv2]/conv2d_0" -> "412 PNASNet/Sequential[layer5]/CellB[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"412 PNASNet/Sequential[layer5]/CellB[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "413 PNASNet/Sequential[layer5]/CellB[1]/relu_2";
 "413 PNASNet/Sequential[layer5]/CellB[1]/relu_2" -> "414 PNASNet/Sequential[layer5]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "414 PNASNet/Sequential[layer5]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "416 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "414 PNASNet/Sequential[layer5]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "420 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "414 PNASNet/Sequential[layer5]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "423 PNASNet/Sequential[layer5]/CellB[2]/max_pool2d_0";
 "414 PNASNet/Sequential[layer5]/CellB[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "425 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "415 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "416 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"416 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "417 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"417 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "418 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"418 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "428 PNASNet/Sequential[layer5]/CellB[2]/__add___0";
+"416 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "417 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"417 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "418 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"418 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "428 PNASNet/Sequential[layer5]/CellB[2]/__add___0";
 "419 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "420 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"420 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "421 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"421 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "422 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"422 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "428 PNASNet/Sequential[layer5]/CellB[2]/__add___0";
+"420 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "421 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"421 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "422 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"422 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "428 PNASNet/Sequential[layer5]/CellB[2]/__add___0";
 "423 PNASNet/Sequential[layer5]/CellB[2]/max_pool2d_0" -> "431 PNASNet/Sequential[layer5]/CellB[2]/__add___1";
 "424 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "425 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"425 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "426 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"426 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "427 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"427 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "431 PNASNet/Sequential[layer5]/CellB[2]/__add___1";
+"425 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "426 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"426 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "427 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"427 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "431 PNASNet/Sequential[layer5]/CellB[2]/__add___1";
 "428 PNASNet/Sequential[layer5]/CellB[2]/__add___0" -> "429 PNASNet/Sequential[layer5]/CellB[2]/relu_0";
 "429 PNASNet/Sequential[layer5]/CellB[2]/relu_0" -> "430 PNASNet/Sequential[layer5]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "430 PNASNet/Sequential[layer5]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "434 PNASNet/Sequential[layer5]/CellB[2]/cat_0";
@@ -1007,26 +1007,26 @@ strict digraph  {
 "433 PNASNet/Sequential[layer5]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "434 PNASNet/Sequential[layer5]/CellB[2]/cat_0";
 "434 PNASNet/Sequential[layer5]/CellB[2]/cat_0" -> "436 PNASNet/Sequential[layer5]/CellB[2]/NNCFConv2d[conv2]/conv2d_0";
 "435 PNASNet/Sequential[layer5]/CellB[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "436 PNASNet/Sequential[layer5]/CellB[2]/NNCFConv2d[conv2]/conv2d_0";
-"436 PNASNet/Sequential[layer5]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" -> "437 PNASNet/Sequential[layer5]/CellB[2]/BatchNorm2d[bn2]/batch_norm_0";
-"437 PNASNet/Sequential[layer5]/CellB[2]/BatchNorm2d[bn2]/batch_norm_0" -> "438 PNASNet/Sequential[layer5]/CellB[2]/relu_2";
+"436 PNASNet/Sequential[layer5]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" -> "437 PNASNet/Sequential[layer5]/CellB[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"437 PNASNet/Sequential[layer5]/CellB[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "438 PNASNet/Sequential[layer5]/CellB[2]/relu_2";
 "438 PNASNet/Sequential[layer5]/CellB[2]/relu_2" -> "439 PNASNet/Sequential[layer5]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "439 PNASNet/Sequential[layer5]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "441 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "439 PNASNet/Sequential[layer5]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "445 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "439 PNASNet/Sequential[layer5]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "448 PNASNet/Sequential[layer5]/CellB[3]/max_pool2d_0";
 "439 PNASNet/Sequential[layer5]/CellB[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "450 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "440 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "441 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"441 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "442 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"442 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "443 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"443 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "453 PNASNet/Sequential[layer5]/CellB[3]/__add___0";
+"441 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "442 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"442 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "443 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"443 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "453 PNASNet/Sequential[layer5]/CellB[3]/__add___0";
 "444 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "445 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"445 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "446 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"446 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "447 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"447 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "453 PNASNet/Sequential[layer5]/CellB[3]/__add___0";
+"445 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "446 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"446 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "447 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"447 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "453 PNASNet/Sequential[layer5]/CellB[3]/__add___0";
 "448 PNASNet/Sequential[layer5]/CellB[3]/max_pool2d_0" -> "456 PNASNet/Sequential[layer5]/CellB[3]/__add___1";
 "449 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "450 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"450 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "451 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"451 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "452 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"452 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "456 PNASNet/Sequential[layer5]/CellB[3]/__add___1";
+"450 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "451 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"451 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "452 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"452 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "456 PNASNet/Sequential[layer5]/CellB[3]/__add___1";
 "453 PNASNet/Sequential[layer5]/CellB[3]/__add___0" -> "454 PNASNet/Sequential[layer5]/CellB[3]/relu_0";
 "454 PNASNet/Sequential[layer5]/CellB[3]/relu_0" -> "455 PNASNet/Sequential[layer5]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "455 PNASNet/Sequential[layer5]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "459 PNASNet/Sequential[layer5]/CellB[3]/cat_0";
@@ -1035,26 +1035,26 @@ strict digraph  {
 "458 PNASNet/Sequential[layer5]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "459 PNASNet/Sequential[layer5]/CellB[3]/cat_0";
 "459 PNASNet/Sequential[layer5]/CellB[3]/cat_0" -> "461 PNASNet/Sequential[layer5]/CellB[3]/NNCFConv2d[conv2]/conv2d_0";
 "460 PNASNet/Sequential[layer5]/CellB[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "461 PNASNet/Sequential[layer5]/CellB[3]/NNCFConv2d[conv2]/conv2d_0";
-"461 PNASNet/Sequential[layer5]/CellB[3]/NNCFConv2d[conv2]/conv2d_0" -> "462 PNASNet/Sequential[layer5]/CellB[3]/BatchNorm2d[bn2]/batch_norm_0";
-"462 PNASNet/Sequential[layer5]/CellB[3]/BatchNorm2d[bn2]/batch_norm_0" -> "463 PNASNet/Sequential[layer5]/CellB[3]/relu_2";
+"461 PNASNet/Sequential[layer5]/CellB[3]/NNCFConv2d[conv2]/conv2d_0" -> "462 PNASNet/Sequential[layer5]/CellB[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"462 PNASNet/Sequential[layer5]/CellB[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "463 PNASNet/Sequential[layer5]/CellB[3]/relu_2";
 "463 PNASNet/Sequential[layer5]/CellB[3]/relu_2" -> "464 PNASNet/Sequential[layer5]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2";
 "464 PNASNet/Sequential[layer5]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "466 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "464 PNASNet/Sequential[layer5]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "470 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "464 PNASNet/Sequential[layer5]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "473 PNASNet/Sequential[layer5]/CellB[4]/max_pool2d_0";
 "464 PNASNet/Sequential[layer5]/CellB[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "475 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "465 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "466 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"466 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "467 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"467 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "468 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"468 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "478 PNASNet/Sequential[layer5]/CellB[4]/__add___0";
+"466 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "467 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"467 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "468 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"468 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "478 PNASNet/Sequential[layer5]/CellB[4]/__add___0";
 "469 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "470 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"470 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "471 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"471 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "472 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"472 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "478 PNASNet/Sequential[layer5]/CellB[4]/__add___0";
+"470 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "471 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"471 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "472 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"472 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "478 PNASNet/Sequential[layer5]/CellB[4]/__add___0";
 "473 PNASNet/Sequential[layer5]/CellB[4]/max_pool2d_0" -> "481 PNASNet/Sequential[layer5]/CellB[4]/__add___1";
 "474 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "475 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"475 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "476 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"476 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "477 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"477 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "481 PNASNet/Sequential[layer5]/CellB[4]/__add___1";
+"475 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "476 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"476 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "477 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"477 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "481 PNASNet/Sequential[layer5]/CellB[4]/__add___1";
 "478 PNASNet/Sequential[layer5]/CellB[4]/__add___0" -> "479 PNASNet/Sequential[layer5]/CellB[4]/relu_0";
 "479 PNASNet/Sequential[layer5]/CellB[4]/relu_0" -> "480 PNASNet/Sequential[layer5]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "480 PNASNet/Sequential[layer5]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "484 PNASNet/Sequential[layer5]/CellB[4]/cat_0";
@@ -1063,26 +1063,26 @@ strict digraph  {
 "483 PNASNet/Sequential[layer5]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_1" -> "484 PNASNet/Sequential[layer5]/CellB[4]/cat_0";
 "484 PNASNet/Sequential[layer5]/CellB[4]/cat_0" -> "486 PNASNet/Sequential[layer5]/CellB[4]/NNCFConv2d[conv2]/conv2d_0";
 "485 PNASNet/Sequential[layer5]/CellB[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "486 PNASNet/Sequential[layer5]/CellB[4]/NNCFConv2d[conv2]/conv2d_0";
-"486 PNASNet/Sequential[layer5]/CellB[4]/NNCFConv2d[conv2]/conv2d_0" -> "487 PNASNet/Sequential[layer5]/CellB[4]/BatchNorm2d[bn2]/batch_norm_0";
-"487 PNASNet/Sequential[layer5]/CellB[4]/BatchNorm2d[bn2]/batch_norm_0" -> "488 PNASNet/Sequential[layer5]/CellB[4]/relu_2";
+"486 PNASNet/Sequential[layer5]/CellB[4]/NNCFConv2d[conv2]/conv2d_0" -> "487 PNASNet/Sequential[layer5]/CellB[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"487 PNASNet/Sequential[layer5]/CellB[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "488 PNASNet/Sequential[layer5]/CellB[4]/relu_2";
 "488 PNASNet/Sequential[layer5]/CellB[4]/relu_2" -> "489 PNASNet/Sequential[layer5]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2";
 "489 PNASNet/Sequential[layer5]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "491 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "489 PNASNet/Sequential[layer5]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "495 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "489 PNASNet/Sequential[layer5]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "498 PNASNet/Sequential[layer5]/CellB[5]/max_pool2d_0";
 "489 PNASNet/Sequential[layer5]/CellB[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "500 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "490 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "491 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"491 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "492 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"492 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "493 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"493 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "503 PNASNet/Sequential[layer5]/CellB[5]/__add___0";
+"491 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "492 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"492 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "493 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"493 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "503 PNASNet/Sequential[layer5]/CellB[5]/__add___0";
 "494 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "495 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"495 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "496 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"496 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "497 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"497 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "503 PNASNet/Sequential[layer5]/CellB[5]/__add___0";
+"495 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "496 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"496 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "497 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"497 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "503 PNASNet/Sequential[layer5]/CellB[5]/__add___0";
 "498 PNASNet/Sequential[layer5]/CellB[5]/max_pool2d_0" -> "506 PNASNet/Sequential[layer5]/CellB[5]/__add___1";
 "499 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "500 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"500 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "501 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"501 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "502 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"502 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "506 PNASNet/Sequential[layer5]/CellB[5]/__add___1";
+"500 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "501 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"501 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "502 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"502 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "506 PNASNet/Sequential[layer5]/CellB[5]/__add___1";
 "503 PNASNet/Sequential[layer5]/CellB[5]/__add___0" -> "504 PNASNet/Sequential[layer5]/CellB[5]/relu_0";
 "504 PNASNet/Sequential[layer5]/CellB[5]/relu_0" -> "505 PNASNet/Sequential[layer5]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "505 PNASNet/Sequential[layer5]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "509 PNASNet/Sequential[layer5]/CellB[5]/cat_0";
@@ -1091,8 +1091,8 @@ strict digraph  {
 "508 PNASNet/Sequential[layer5]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_1" -> "509 PNASNet/Sequential[layer5]/CellB[5]/cat_0";
 "509 PNASNet/Sequential[layer5]/CellB[5]/cat_0" -> "511 PNASNet/Sequential[layer5]/CellB[5]/NNCFConv2d[conv2]/conv2d_0";
 "510 PNASNet/Sequential[layer5]/CellB[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "511 PNASNet/Sequential[layer5]/CellB[5]/NNCFConv2d[conv2]/conv2d_0";
-"511 PNASNet/Sequential[layer5]/CellB[5]/NNCFConv2d[conv2]/conv2d_0" -> "512 PNASNet/Sequential[layer5]/CellB[5]/BatchNorm2d[bn2]/batch_norm_0";
-"512 PNASNet/Sequential[layer5]/CellB[5]/BatchNorm2d[bn2]/batch_norm_0" -> "513 PNASNet/Sequential[layer5]/CellB[5]/relu_2";
+"511 PNASNet/Sequential[layer5]/CellB[5]/NNCFConv2d[conv2]/conv2d_0" -> "512 PNASNet/Sequential[layer5]/CellB[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"512 PNASNet/Sequential[layer5]/CellB[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "513 PNASNet/Sequential[layer5]/CellB[5]/relu_2";
 "513 PNASNet/Sequential[layer5]/CellB[5]/relu_2" -> "514 PNASNet/Sequential[layer5]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_2";
 "514 PNASNet/Sequential[layer5]/CellB[5]/AsymmetricQuantizer/asymmetric_quantize_2" -> "515 PNASNet/avg_pool2d_0";
 "515 PNASNet/avg_pool2d_0" -> "516 PNASNet/AsymmetricQuantizer/asymmetric_quantize_1";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/preresnet50.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/preresnet50.dot
index 50ff109c04e..db2e152e027 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/preresnet50.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/preresnet50.dot
@@ -3,7 +3,7 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 PreActResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 PreActResNet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_0" [id=5, type=relu];
 "6 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=6, type=asymmetric_quantize];
 "7 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=7, type=asymmetric_quantize];
@@ -11,12 +11,12 @@ strict digraph  {
 "9 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=9, type=asymmetric_quantize];
 "10 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=10, type=asymmetric_quantize];
 "11 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=11, type=conv2d];
-"12 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=12, type=batch_norm];
+"12 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=12, type=batch_norm];
 "13 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_1" [id=13, type=relu];
 "14 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=14, type=asymmetric_quantize];
 "15 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=15, type=asymmetric_quantize];
 "16 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=16, type=conv2d];
-"17 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=17, type=batch_norm];
+"17 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=17, type=batch_norm];
 "18 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_2" [id=18, type=relu];
 "19 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" [id=19, type=asymmetric_quantize];
 "20 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=20, type=asymmetric_quantize];
@@ -24,17 +24,17 @@ strict digraph  {
 "22 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=22, type=asymmetric_quantize];
 "23 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/__iadd___0" [id=23, type=__iadd__];
 "24 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" [id=24, type=asymmetric_quantize];
-"25 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=25, type=batch_norm];
+"25 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=25, type=batch_norm];
 "26 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_0" [id=26, type=relu];
 "27 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=27, type=asymmetric_quantize];
 "28 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=28, type=asymmetric_quantize];
 "29 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=29, type=conv2d];
-"30 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=30, type=batch_norm];
+"30 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=30, type=batch_norm];
 "31 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_1" [id=31, type=relu];
 "32 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=32, type=asymmetric_quantize];
 "33 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=33, type=asymmetric_quantize];
 "34 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=34, type=conv2d];
-"35 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=35, type=batch_norm];
+"35 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=35, type=batch_norm];
 "36 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_2" [id=36, type=relu];
 "37 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" [id=37, type=asymmetric_quantize];
 "38 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=38, type=asymmetric_quantize];
@@ -42,24 +42,24 @@ strict digraph  {
 "40 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=40, type=asymmetric_quantize];
 "41 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/__iadd___0" [id=41, type=__iadd__];
 "42 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" [id=42, type=asymmetric_quantize];
-"43 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=43, type=batch_norm];
+"43 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=43, type=batch_norm];
 "44 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_0" [id=44, type=relu];
 "45 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=45, type=asymmetric_quantize];
 "46 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=46, type=asymmetric_quantize];
 "47 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=47, type=conv2d];
-"48 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=48, type=batch_norm];
+"48 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=48, type=batch_norm];
 "49 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_1" [id=49, type=relu];
 "50 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=50, type=asymmetric_quantize];
 "51 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=51, type=asymmetric_quantize];
 "52 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=52, type=conv2d];
-"53 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=53, type=batch_norm];
+"53 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=53, type=batch_norm];
 "54 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_2" [id=54, type=relu];
 "55 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" [id=55, type=asymmetric_quantize];
 "56 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=56, type=asymmetric_quantize];
 "57 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [id=57, type=conv2d];
 "58 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=58, type=asymmetric_quantize];
 "59 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/__iadd___0" [id=59, type=__iadd__];
-"60 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=60, type=batch_norm];
+"60 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=60, type=batch_norm];
 "61 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_0" [id=61, type=relu];
 "62 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=62, type=asymmetric_quantize];
 "63 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=63, type=asymmetric_quantize];
@@ -67,12 +67,12 @@ strict digraph  {
 "65 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=65, type=asymmetric_quantize];
 "66 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=66, type=asymmetric_quantize];
 "67 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=67, type=conv2d];
-"68 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=68, type=batch_norm];
+"68 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=68, type=batch_norm];
 "69 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_1" [id=69, type=relu];
 "70 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=70, type=asymmetric_quantize];
 "71 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=71, type=asymmetric_quantize];
 "72 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=72, type=conv2d];
-"73 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=73, type=batch_norm];
+"73 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=73, type=batch_norm];
 "74 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_2" [id=74, type=relu];
 "75 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" [id=75, type=asymmetric_quantize];
 "76 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=76, type=asymmetric_quantize];
@@ -80,17 +80,17 @@ strict digraph  {
 "78 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=78, type=asymmetric_quantize];
 "79 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/__iadd___0" [id=79, type=__iadd__];
 "80 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" [id=80, type=asymmetric_quantize];
-"81 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=81, type=batch_norm];
+"81 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=81, type=batch_norm];
 "82 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_0" [id=82, type=relu];
 "83 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=83, type=asymmetric_quantize];
 "84 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=84, type=asymmetric_quantize];
 "85 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=85, type=conv2d];
-"86 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=86, type=batch_norm];
+"86 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=86, type=batch_norm];
 "87 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_1" [id=87, type=relu];
 "88 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=88, type=asymmetric_quantize];
 "89 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=89, type=asymmetric_quantize];
 "90 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=90, type=conv2d];
-"91 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=91, type=batch_norm];
+"91 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=91, type=batch_norm];
 "92 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_2" [id=92, type=relu];
 "93 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" [id=93, type=asymmetric_quantize];
 "94 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=94, type=asymmetric_quantize];
@@ -98,17 +98,17 @@ strict digraph  {
 "96 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=96, type=asymmetric_quantize];
 "97 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/__iadd___0" [id=97, type=__iadd__];
 "98 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" [id=98, type=asymmetric_quantize];
-"99 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=99, type=batch_norm];
+"99 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=99, type=batch_norm];
 "100 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_0" [id=100, type=relu];
 "101 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=101, type=asymmetric_quantize];
 "102 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=102, type=asymmetric_quantize];
 "103 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=103, type=conv2d];
-"104 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=104, type=batch_norm];
+"104 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=104, type=batch_norm];
 "105 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_1" [id=105, type=relu];
 "106 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=106, type=asymmetric_quantize];
 "107 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=107, type=asymmetric_quantize];
 "108 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=108, type=conv2d];
-"109 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=109, type=batch_norm];
+"109 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=109, type=batch_norm];
 "110 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_2" [id=110, type=relu];
 "111 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" [id=111, type=asymmetric_quantize];
 "112 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=112, type=asymmetric_quantize];
@@ -116,24 +116,24 @@ strict digraph  {
 "114 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=114, type=asymmetric_quantize];
 "115 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/__iadd___0" [id=115, type=__iadd__];
 "116 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_3" [id=116, type=asymmetric_quantize];
-"117 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" [id=117, type=batch_norm];
+"117 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=117, type=batch_norm];
 "118 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_0" [id=118, type=relu];
 "119 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=119, type=asymmetric_quantize];
 "120 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=120, type=asymmetric_quantize];
 "121 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0" [id=121, type=conv2d];
-"122 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" [id=122, type=batch_norm];
+"122 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=122, type=batch_norm];
 "123 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_1" [id=123, type=relu];
 "124 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" [id=124, type=asymmetric_quantize];
 "125 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=125, type=asymmetric_quantize];
 "126 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0" [id=126, type=conv2d];
-"127 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" [id=127, type=batch_norm];
+"127 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" [id=127, type=batch_norm];
 "128 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_2" [id=128, type=relu];
 "129 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2" [id=129, type=asymmetric_quantize];
 "130 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=130, type=asymmetric_quantize];
 "131 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/conv2d_0" [id=131, type=conv2d];
 "132 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=132, type=asymmetric_quantize];
 "133 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/__iadd___0" [id=133, type=__iadd__];
-"134 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=134, type=batch_norm];
+"134 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=134, type=batch_norm];
 "135 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_0" [id=135, type=relu];
 "136 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=136, type=asymmetric_quantize];
 "137 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=137, type=asymmetric_quantize];
@@ -141,12 +141,12 @@ strict digraph  {
 "139 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=139, type=asymmetric_quantize];
 "140 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=140, type=asymmetric_quantize];
 "141 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=141, type=conv2d];
-"142 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=142, type=batch_norm];
+"142 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=142, type=batch_norm];
 "143 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_1" [id=143, type=relu];
 "144 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=144, type=asymmetric_quantize];
 "145 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=145, type=asymmetric_quantize];
 "146 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=146, type=conv2d];
-"147 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=147, type=batch_norm];
+"147 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=147, type=batch_norm];
 "148 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_2" [id=148, type=relu];
 "149 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" [id=149, type=asymmetric_quantize];
 "150 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=150, type=asymmetric_quantize];
@@ -154,17 +154,17 @@ strict digraph  {
 "152 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=152, type=asymmetric_quantize];
 "153 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/__iadd___0" [id=153, type=__iadd__];
 "154 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" [id=154, type=asymmetric_quantize];
-"155 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=155, type=batch_norm];
+"155 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=155, type=batch_norm];
 "156 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_0" [id=156, type=relu];
 "157 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=157, type=asymmetric_quantize];
 "158 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=158, type=asymmetric_quantize];
 "159 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=159, type=conv2d];
-"160 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=160, type=batch_norm];
+"160 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=160, type=batch_norm];
 "161 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_1" [id=161, type=relu];
 "162 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=162, type=asymmetric_quantize];
 "163 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=163, type=asymmetric_quantize];
 "164 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=164, type=conv2d];
-"165 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=165, type=batch_norm];
+"165 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=165, type=batch_norm];
 "166 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_2" [id=166, type=relu];
 "167 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" [id=167, type=asymmetric_quantize];
 "168 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=168, type=asymmetric_quantize];
@@ -172,17 +172,17 @@ strict digraph  {
 "170 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=170, type=asymmetric_quantize];
 "171 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/__iadd___0" [id=171, type=__iadd__];
 "172 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" [id=172, type=asymmetric_quantize];
-"173 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=173, type=batch_norm];
+"173 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=173, type=batch_norm];
 "174 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_0" [id=174, type=relu];
 "175 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=175, type=asymmetric_quantize];
 "176 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=176, type=asymmetric_quantize];
 "177 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=177, type=conv2d];
-"178 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=178, type=batch_norm];
+"178 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=178, type=batch_norm];
 "179 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_1" [id=179, type=relu];
 "180 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=180, type=asymmetric_quantize];
 "181 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=181, type=asymmetric_quantize];
 "182 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=182, type=conv2d];
-"183 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=183, type=batch_norm];
+"183 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=183, type=batch_norm];
 "184 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_2" [id=184, type=relu];
 "185 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" [id=185, type=asymmetric_quantize];
 "186 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=186, type=asymmetric_quantize];
@@ -190,17 +190,17 @@ strict digraph  {
 "188 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=188, type=asymmetric_quantize];
 "189 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/__iadd___0" [id=189, type=__iadd__];
 "190 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_3" [id=190, type=asymmetric_quantize];
-"191 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" [id=191, type=batch_norm];
+"191 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=191, type=batch_norm];
 "192 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_0" [id=192, type=relu];
 "193 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=193, type=asymmetric_quantize];
 "194 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=194, type=asymmetric_quantize];
 "195 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0" [id=195, type=conv2d];
-"196 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" [id=196, type=batch_norm];
+"196 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=196, type=batch_norm];
 "197 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_1" [id=197, type=relu];
 "198 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" [id=198, type=asymmetric_quantize];
 "199 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=199, type=asymmetric_quantize];
 "200 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0" [id=200, type=conv2d];
-"201 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" [id=201, type=batch_norm];
+"201 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" [id=201, type=batch_norm];
 "202 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_2" [id=202, type=relu];
 "203 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2" [id=203, type=asymmetric_quantize];
 "204 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=204, type=asymmetric_quantize];
@@ -208,17 +208,17 @@ strict digraph  {
 "206 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=206, type=asymmetric_quantize];
 "207 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/__iadd___0" [id=207, type=__iadd__];
 "208 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_3" [id=208, type=asymmetric_quantize];
-"209 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" [id=209, type=batch_norm];
+"209 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" [id=209, type=batch_norm];
 "210 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_0" [id=210, type=relu];
 "211 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0" [id=211, type=asymmetric_quantize];
 "212 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=212, type=asymmetric_quantize];
 "213 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv1]/conv2d_0" [id=213, type=conv2d];
-"214 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" [id=214, type=batch_norm];
+"214 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" [id=214, type=batch_norm];
 "215 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_1" [id=215, type=relu];
 "216 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1" [id=216, type=asymmetric_quantize];
 "217 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=217, type=asymmetric_quantize];
 "218 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv2]/conv2d_0" [id=218, type=conv2d];
-"219 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" [id=219, type=batch_norm];
+"219 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" [id=219, type=batch_norm];
 "220 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_2" [id=220, type=relu];
 "221 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_2" [id=221, type=asymmetric_quantize];
 "222 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=222, type=asymmetric_quantize];
@@ -226,24 +226,24 @@ strict digraph  {
 "224 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=224, type=asymmetric_quantize];
 "225 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/__iadd___0" [id=225, type=__iadd__];
 "226 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_3" [id=226, type=asymmetric_quantize];
-"227 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" [id=227, type=batch_norm];
+"227 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" [id=227, type=batch_norm];
 "228 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_0" [id=228, type=relu];
 "229 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=229, type=asymmetric_quantize];
 "230 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=230, type=asymmetric_quantize];
 "231 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv1]/conv2d_0" [id=231, type=conv2d];
-"232 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" [id=232, type=batch_norm];
+"232 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" [id=232, type=batch_norm];
 "233 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_1" [id=233, type=relu];
 "234 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1" [id=234, type=asymmetric_quantize];
 "235 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=235, type=asymmetric_quantize];
 "236 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv2]/conv2d_0" [id=236, type=conv2d];
-"237 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" [id=237, type=batch_norm];
+"237 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" [id=237, type=batch_norm];
 "238 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_2" [id=238, type=relu];
 "239 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_2" [id=239, type=asymmetric_quantize];
 "240 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=240, type=asymmetric_quantize];
 "241 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/conv2d_0" [id=241, type=conv2d];
 "242 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=242, type=asymmetric_quantize];
 "243 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/__iadd___0" [id=243, type=__iadd__];
-"244 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=244, type=batch_norm];
+"244 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=244, type=batch_norm];
 "245 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_0" [id=245, type=relu];
 "246 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=246, type=asymmetric_quantize];
 "247 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=247, type=asymmetric_quantize];
@@ -251,12 +251,12 @@ strict digraph  {
 "249 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=249, type=asymmetric_quantize];
 "250 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=250, type=asymmetric_quantize];
 "251 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=251, type=conv2d];
-"252 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=252, type=batch_norm];
+"252 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=252, type=batch_norm];
 "253 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_1" [id=253, type=relu];
 "254 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=254, type=asymmetric_quantize];
 "255 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=255, type=asymmetric_quantize];
 "256 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=256, type=conv2d];
-"257 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=257, type=batch_norm];
+"257 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=257, type=batch_norm];
 "258 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_2" [id=258, type=relu];
 "259 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" [id=259, type=asymmetric_quantize];
 "260 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=260, type=asymmetric_quantize];
@@ -264,17 +264,17 @@ strict digraph  {
 "262 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=262, type=asymmetric_quantize];
 "263 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/__iadd___0" [id=263, type=__iadd__];
 "264 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" [id=264, type=asymmetric_quantize];
-"265 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=265, type=batch_norm];
+"265 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=265, type=batch_norm];
 "266 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_0" [id=266, type=relu];
 "267 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=267, type=asymmetric_quantize];
 "268 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=268, type=asymmetric_quantize];
 "269 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=269, type=conv2d];
-"270 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=270, type=batch_norm];
+"270 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=270, type=batch_norm];
 "271 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_1" [id=271, type=relu];
 "272 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=272, type=asymmetric_quantize];
 "273 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=273, type=asymmetric_quantize];
 "274 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=274, type=conv2d];
-"275 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=275, type=batch_norm];
+"275 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=275, type=batch_norm];
 "276 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_2" [id=276, type=relu];
 "277 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" [id=277, type=asymmetric_quantize];
 "278 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=278, type=asymmetric_quantize];
@@ -282,17 +282,17 @@ strict digraph  {
 "280 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=280, type=asymmetric_quantize];
 "281 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/__iadd___0" [id=281, type=__iadd__];
 "282 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" [id=282, type=asymmetric_quantize];
-"283 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=283, type=batch_norm];
+"283 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=283, type=batch_norm];
 "284 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_0" [id=284, type=relu];
 "285 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=285, type=asymmetric_quantize];
 "286 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=286, type=asymmetric_quantize];
 "287 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=287, type=conv2d];
-"288 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=288, type=batch_norm];
+"288 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=288, type=batch_norm];
 "289 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_1" [id=289, type=relu];
 "290 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=290, type=asymmetric_quantize];
 "291 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=291, type=asymmetric_quantize];
 "292 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=292, type=conv2d];
-"293 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=293, type=batch_norm];
+"293 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=293, type=batch_norm];
 "294 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_2" [id=294, type=relu];
 "295 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" [id=295, type=asymmetric_quantize];
 "296 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=296, type=asymmetric_quantize];
@@ -309,8 +309,8 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 PreActResNet/NNCFConv2d[conv1]/conv2d_0";
 "2 PreActResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 PreActResNet/NNCFConv2d[conv1]/conv2d_0";
-"3 PreActResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"4 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "5 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_0";
+"3 PreActResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_0";
 "5 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_0" -> "6 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "8 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "7 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "8 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
@@ -318,58 +318,58 @@ strict digraph  {
 "6 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "11 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "9 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "23 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/__iadd___0";
 "10 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "11 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"11 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "12 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"12 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "13 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_1";
+"11 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "12 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"12 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "13 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_1";
 "13 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_1" -> "14 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "14 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "16 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "15 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "16 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"16 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "17 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"17 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "18 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_2";
+"16 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "17 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"17 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "18 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_2";
 "18 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_2" -> "19 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "19 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "21 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "20 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "21 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "21 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "22 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "22 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "23 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/__iadd___0";
 "23 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/__iadd___0" -> "24 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3";
-"24 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" -> "25 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
+"24 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" -> "25 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "24 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" -> "41 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/__iadd___0";
-"25 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "26 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_0";
+"25 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "26 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_0";
 "26 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_0" -> "27 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "27 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "29 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "28 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "29 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"29 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "30 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"30 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "31 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_1";
+"29 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "30 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"30 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "31 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_1";
 "31 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_1" -> "32 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "32 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "34 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "33 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "34 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"34 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "35 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"35 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "36 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_2";
+"34 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "35 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"35 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "36 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_2";
 "36 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_2" -> "37 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "37 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "39 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "38 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "39 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "39 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "40 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "40 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "41 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/__iadd___0";
 "41 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/__iadd___0" -> "42 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3";
-"42 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" -> "43 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"42 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" -> "43 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "42 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" -> "59 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/__iadd___0";
-"43 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "44 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_0";
+"43 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "44 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_0";
 "44 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_0" -> "45 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "45 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "47 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "46 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "47 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"47 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "48 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"48 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "49 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_1";
+"47 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "48 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"48 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "49 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_1";
 "49 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_1" -> "50 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "50 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "52 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "51 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "52 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"52 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "53 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"53 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "54 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_2";
+"52 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "53 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"53 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "54 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_2";
 "54 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_2" -> "55 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "55 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "57 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "56 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "57 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "57 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "58 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "58 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "59 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/__iadd___0";
-"59 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/__iadd___0" -> "60 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"60 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "61 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_0";
+"59 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/__iadd___0" -> "60 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"60 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "61 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_0";
 "61 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_0" -> "62 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "62 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "64 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "62 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "67 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -377,77 +377,77 @@ strict digraph  {
 "64 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "65 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "65 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "79 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/__iadd___0";
 "66 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "67 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"67 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "68 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"68 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "69 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_1";
+"67 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "68 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"68 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "69 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_1";
 "69 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_1" -> "70 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "70 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "72 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "71 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "72 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"72 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "73 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"73 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "74 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_2";
+"72 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "73 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"73 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "74 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_2";
 "74 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_2" -> "75 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "75 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "77 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "76 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "77 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "77 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "78 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "78 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "79 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/__iadd___0";
 "79 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/__iadd___0" -> "80 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3";
-"80 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" -> "81 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
+"80 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" -> "81 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "80 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" -> "97 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/__iadd___0";
-"81 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "82 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_0";
+"81 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "82 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_0";
 "82 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_0" -> "83 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "83 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "85 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "84 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "85 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"85 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "86 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"86 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "87 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_1";
+"85 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "86 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"86 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "87 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_1";
 "87 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_1" -> "88 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "88 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "90 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "89 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "90 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"90 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "91 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"91 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "92 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_2";
+"90 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "91 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"91 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "92 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_2";
 "92 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_2" -> "93 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "93 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "95 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "94 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "95 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "95 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "96 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "96 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "97 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/__iadd___0";
 "97 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/__iadd___0" -> "98 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3";
-"98 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" -> "99 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"98 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" -> "99 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "98 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" -> "115 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/__iadd___0";
-"99 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "100 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_0";
+"99 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "100 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_0";
 "100 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_0" -> "101 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "101 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "103 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "102 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "103 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"103 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "104 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"104 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "105 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_1";
+"103 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "104 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"104 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "105 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_1";
 "105 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_1" -> "106 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "106 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "108 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "107 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "108 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"108 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "109 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"109 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "110 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_2";
+"108 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "109 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"109 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "110 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_2";
 "110 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_2" -> "111 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "111 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "113 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "112 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "113 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "113 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "114 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "114 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "115 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/__iadd___0";
 "115 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/__iadd___0" -> "116 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_3";
-"116 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_3" -> "117 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
+"116 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_3" -> "117 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
 "116 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_3" -> "133 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/__iadd___0";
-"117 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "118 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_0";
+"117 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "118 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_0";
 "118 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_0" -> "119 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "119 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "121 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "120 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "121 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"121 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "122 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"122 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "123 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_1";
+"121 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "122 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"122 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "123 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_1";
 "123 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_1" -> "124 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1";
 "124 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "126 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "125 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "126 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"126 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "127 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"127 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "128 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_2";
+"126 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "127 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"127 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "128 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_2";
 "128 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_2" -> "129 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2";
 "129 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "131 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "130 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "131 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "131 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "132 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "132 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "133 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/__iadd___0";
-"133 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/__iadd___0" -> "134 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"134 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "135 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_0";
+"133 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/__iadd___0" -> "134 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"134 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "135 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_0";
 "135 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_0" -> "136 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "136 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "138 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "136 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "141 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -455,115 +455,115 @@ strict digraph  {
 "138 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "139 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "139 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "153 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/__iadd___0";
 "140 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "141 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"141 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "142 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"142 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "143 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_1";
+"141 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "142 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"142 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "143 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_1";
 "143 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_1" -> "144 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "144 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "146 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "145 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "146 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"146 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "147 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"147 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "148 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_2";
+"146 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "147 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"147 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "148 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_2";
 "148 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_2" -> "149 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "149 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "151 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "150 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "151 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "151 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "152 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "152 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "153 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/__iadd___0";
 "153 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/__iadd___0" -> "154 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3";
-"154 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" -> "155 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
+"154 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" -> "155 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "154 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" -> "171 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/__iadd___0";
-"155 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "156 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_0";
+"155 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "156 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_0";
 "156 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_0" -> "157 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "157 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "159 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "158 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "159 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"159 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "160 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"160 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "161 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_1";
+"159 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "160 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"160 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "161 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_1";
 "161 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_1" -> "162 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "162 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "164 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "163 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "164 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"164 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "165 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"165 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "166 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_2";
+"164 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "165 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"165 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "166 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_2";
 "166 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_2" -> "167 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "167 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "169 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "168 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "169 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "169 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "170 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "170 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "171 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/__iadd___0";
 "171 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/__iadd___0" -> "172 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3";
-"172 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" -> "173 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"172 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" -> "173 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "172 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" -> "189 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/__iadd___0";
-"173 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "174 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_0";
+"173 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "174 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_0";
 "174 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_0" -> "175 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "175 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "177 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "176 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "177 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"177 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "178 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"178 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "179 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_1";
+"177 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "178 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"178 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "179 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_1";
 "179 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_1" -> "180 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "180 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "182 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "181 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "182 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"182 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "183 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"183 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "184 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_2";
+"182 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "183 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"183 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "184 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_2";
 "184 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_2" -> "185 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "185 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "187 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "186 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "187 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "187 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "188 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "188 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "189 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/__iadd___0";
 "189 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/__iadd___0" -> "190 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_3";
-"190 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_3" -> "191 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
+"190 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_3" -> "191 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
 "190 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_3" -> "207 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/__iadd___0";
-"191 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "192 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_0";
+"191 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "192 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_0";
 "192 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_0" -> "193 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "193 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "195 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "194 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "195 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"195 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "196 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"196 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "197 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_1";
+"195 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "196 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"196 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "197 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_1";
 "197 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_1" -> "198 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1";
 "198 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "200 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "199 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "200 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"200 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "201 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"201 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "202 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_2";
+"200 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "201 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"201 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "202 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_2";
 "202 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_2" -> "203 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2";
 "203 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "205 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "204 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "205 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "205 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "206 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "206 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "207 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/__iadd___0";
 "207 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/__iadd___0" -> "208 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_3";
-"208 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_3" -> "209 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
+"208 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_3" -> "209 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
 "208 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_3" -> "225 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/__iadd___0";
-"209 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "210 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_0";
+"209 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "210 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_0";
 "210 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_0" -> "211 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "211 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "213 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "212 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "213 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"213 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "214 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"214 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "215 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_1";
+"213 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "214 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"214 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "215 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_1";
 "215 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_1" -> "216 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1";
 "216 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1" -> "218 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "217 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "218 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
-"218 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "219 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"219 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "220 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_2";
+"218 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "219 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"219 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "220 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_2";
 "220 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_2" -> "221 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_2";
 "221 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "223 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "222 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "223 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "223 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "224 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "224 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/__iadd___0";
 "225 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/__iadd___0" -> "226 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_3";
-"226 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_3" -> "227 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
+"226 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_3" -> "227 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
 "226 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_3" -> "243 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/__iadd___0";
-"227 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "228 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_0";
+"227 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "228 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_0";
 "228 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_0" -> "229 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "229 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "231 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "230 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "231 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"231 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "232 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"232 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "233 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_1";
+"231 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "232 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"232 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "233 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_1";
 "233 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_1" -> "234 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1";
 "234 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1" -> "236 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "235 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "236 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
-"236 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "237 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"237 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "238 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_2";
+"236 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "237 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"237 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "238 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_2";
 "238 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_2" -> "239 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_2";
 "239 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_2" -> "241 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "240 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "241 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "241 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "242 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "242 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "243 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/__iadd___0";
-"243 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/__iadd___0" -> "244 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"244 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "245 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_0";
+"243 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/__iadd___0" -> "244 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"244 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "245 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_0";
 "245 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_0" -> "246 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "246 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "248 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "246 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "251 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -571,51 +571,51 @@ strict digraph  {
 "248 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "249 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "249 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "263 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/__iadd___0";
 "250 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "251 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"251 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "252 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"252 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "253 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_1";
+"251 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "252 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"252 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "253 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_1";
 "253 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_1" -> "254 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "254 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "256 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "255 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "256 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"256 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "257 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"257 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "258 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_2";
+"256 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "257 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"257 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "258 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_2";
 "258 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_2" -> "259 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "259 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "261 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "260 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "261 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "261 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "262 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "262 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "263 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/__iadd___0";
 "263 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/__iadd___0" -> "264 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3";
-"264 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" -> "265 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
+"264 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" -> "265 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "264 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_3" -> "281 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/__iadd___0";
-"265 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "266 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_0";
+"265 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "266 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_0";
 "266 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_0" -> "267 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "267 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "269 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "268 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "269 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"269 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "270 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"270 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "271 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_1";
+"269 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "270 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"270 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "271 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_1";
 "271 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_1" -> "272 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "272 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "274 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "273 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "274 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"274 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "275 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"275 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "276 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_2";
+"274 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "275 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"275 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "276 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_2";
 "276 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_2" -> "277 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "277 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "279 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "278 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "279 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "279 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "280 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "280 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "281 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/__iadd___0";
 "281 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/__iadd___0" -> "282 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3";
-"282 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" -> "283 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"282 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" -> "283 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "282 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_3" -> "299 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/__iadd___0";
-"283 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "284 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_0";
+"283 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "284 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_0";
 "284 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_0" -> "285 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "285 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "287 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "286 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "287 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"287 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "288 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"288 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "289 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_1";
+"287 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "288 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"288 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "289 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_1";
 "289 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_1" -> "290 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "290 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "292 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "291 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "292 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"292 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "293 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"293 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "294 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_2";
+"292 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "293 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"293 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "294 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_2";
 "294 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_2" -> "295 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "295 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "297 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "296 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "297 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/resnet18.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/resnet18.dot
index d9a1d364f3c..922d22ee25a 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/resnet18.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/resnet18.dot
@@ -3,115 +3,115 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 ResNet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 ResNet/relu_0" [id=5, type=relu];
 "6 ResNet/AsymmetricQuantizer/asymmetric_quantize_0" [id=6, type=asymmetric_quantize];
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=7, type=max_pool2d];
 "8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=8, type=asymmetric_quantize];
 "9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=9, type=conv2d];
-"10 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=10, type=batch_norm];
+"10 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=10, type=batch_norm];
 "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0" [id=11, type=relu];
 "12 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=12, type=asymmetric_quantize];
 "13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=13, type=asymmetric_quantize];
 "14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=14, type=conv2d];
-"15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=15, type=batch_norm];
-"16 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=16, type=asymmetric_quantize];
+"15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=15, type=batch_norm];
+"16 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=16, type=asymmetric_quantize];
 "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0" [id=17, type=__iadd__];
 "18 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1" [id=18, type=relu];
 "19 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=19, type=asymmetric_quantize];
 "20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=20, type=asymmetric_quantize];
 "21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=21, type=conv2d];
-"22 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=22, type=batch_norm];
+"22 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=22, type=batch_norm];
 "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0" [id=23, type=relu];
 "24 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=24, type=asymmetric_quantize];
 "25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=25, type=asymmetric_quantize];
 "26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=26, type=conv2d];
-"27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=27, type=batch_norm];
-"28 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=28, type=asymmetric_quantize];
+"27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=27, type=batch_norm];
+"28 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=28, type=asymmetric_quantize];
 "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0" [id=29, type=__iadd__];
 "30 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1" [id=30, type=relu];
 "31 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=31, type=asymmetric_quantize];
 "32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=32, type=asymmetric_quantize];
 "33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=33, type=conv2d];
-"34 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=34, type=batch_norm];
+"34 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=34, type=batch_norm];
 "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0" [id=35, type=relu];
 "36 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=36, type=asymmetric_quantize];
 "37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=37, type=asymmetric_quantize];
 "38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=38, type=conv2d];
-"39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=39, type=batch_norm];
-"40 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=40, type=asymmetric_quantize];
+"39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=39, type=batch_norm];
+"40 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=40, type=asymmetric_quantize];
 "41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=41, type=asymmetric_quantize];
 "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=42, type=conv2d];
-"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=43, type=batch_norm];
-"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
+"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=43, type=batch_norm];
+"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
 "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0" [id=45, type=__iadd__];
 "46 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1" [id=46, type=relu];
 "47 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=47, type=asymmetric_quantize];
 "48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=48, type=asymmetric_quantize];
 "49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=49, type=conv2d];
-"50 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=50, type=batch_norm];
+"50 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=50, type=batch_norm];
 "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0" [id=51, type=relu];
 "52 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=52, type=asymmetric_quantize];
 "53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=53, type=asymmetric_quantize];
 "54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=54, type=conv2d];
-"55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=55, type=batch_norm];
-"56 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=56, type=asymmetric_quantize];
+"55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=55, type=batch_norm];
+"56 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=56, type=asymmetric_quantize];
 "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0" [id=57, type=__iadd__];
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1" [id=58, type=relu];
 "59 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=59, type=asymmetric_quantize];
 "60 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=60, type=asymmetric_quantize];
 "61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=61, type=conv2d];
-"62 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=62, type=batch_norm];
+"62 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=62, type=batch_norm];
 "63 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0" [id=63, type=relu];
 "64 ResNet/Sequential[layer3]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=64, type=asymmetric_quantize];
 "65 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=65, type=asymmetric_quantize];
 "66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=66, type=conv2d];
-"67 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=67, type=batch_norm];
-"68 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=68, type=asymmetric_quantize];
+"67 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=67, type=batch_norm];
+"68 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=68, type=asymmetric_quantize];
 "69 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=69, type=asymmetric_quantize];
 "70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=70, type=conv2d];
-"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=71, type=batch_norm];
-"72 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=72, type=asymmetric_quantize];
+"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=71, type=batch_norm];
+"72 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=72, type=asymmetric_quantize];
 "73 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0" [id=73, type=__iadd__];
 "74 ResNet/Sequential[layer3]/BasicBlock[0]/relu_1" [id=74, type=relu];
 "75 ResNet/Sequential[layer3]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=75, type=asymmetric_quantize];
 "76 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=76, type=asymmetric_quantize];
 "77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=77, type=conv2d];
-"78 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=78, type=batch_norm];
+"78 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=78, type=batch_norm];
 "79 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0" [id=79, type=relu];
 "80 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=80, type=asymmetric_quantize];
 "81 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=81, type=asymmetric_quantize];
 "82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=82, type=conv2d];
-"83 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=83, type=batch_norm];
-"84 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=84, type=asymmetric_quantize];
+"83 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=83, type=batch_norm];
+"84 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=84, type=asymmetric_quantize];
 "85 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0" [id=85, type=__iadd__];
 "86 ResNet/Sequential[layer3]/BasicBlock[1]/relu_1" [id=86, type=relu];
 "87 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=87, type=asymmetric_quantize];
 "88 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=88, type=asymmetric_quantize];
 "89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=89, type=conv2d];
-"90 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=90, type=batch_norm];
+"90 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=90, type=batch_norm];
 "91 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0" [id=91, type=relu];
 "92 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=92, type=asymmetric_quantize];
 "93 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=93, type=asymmetric_quantize];
 "94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=94, type=conv2d];
-"95 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=95, type=batch_norm];
-"96 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=96, type=asymmetric_quantize];
+"95 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=95, type=batch_norm];
+"96 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=96, type=asymmetric_quantize];
 "97 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=97, type=asymmetric_quantize];
 "98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=98, type=conv2d];
-"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=99, type=batch_norm];
-"100 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=100, type=asymmetric_quantize];
+"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=99, type=batch_norm];
+"100 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=100, type=asymmetric_quantize];
 "101 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0" [id=101, type=__iadd__];
 "102 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1" [id=102, type=relu];
 "103 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=103, type=asymmetric_quantize];
 "104 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=104, type=asymmetric_quantize];
 "105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=105, type=conv2d];
-"106 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=106, type=batch_norm];
+"106 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=106, type=batch_norm];
 "107 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0" [id=107, type=relu];
 "108 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=108, type=asymmetric_quantize];
 "109 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=109, type=asymmetric_quantize];
 "110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=110, type=conv2d];
-"111 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=111, type=batch_norm];
-"112 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=112, type=asymmetric_quantize];
+"111 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=111, type=batch_norm];
+"112 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=112, type=asymmetric_quantize];
 "113 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0" [id=113, type=__iadd__];
 "114 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1" [id=114, type=relu];
 "115 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=115, type=asymmetric_quantize];
@@ -124,124 +124,124 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
-"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 ResNet/relu_0";
+"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ResNet/relu_0";
 "5 ResNet/relu_0" -> "6 ResNet/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 ResNet/AsymmetricQuantizer/asymmetric_quantize_0" -> "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
-"9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"10 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0";
+"9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"10 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0";
 "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0" -> "12 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "12 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"16 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
+"14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"16 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
 "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0" -> "18 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1";
 "18 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1" -> "19 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "19 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "19 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
 "20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "22 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"22 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0";
+"21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "22 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"22 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0";
 "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0" -> "24 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "24 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "28 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"28 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
+"26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "28 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"28 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
 "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0" -> "30 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1";
 "30 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1" -> "31 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "31 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "31 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "34 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"34 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0";
+"33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "34 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"34 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0";
 "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0" -> "36 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "36 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "40 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"40 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
+"38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "40 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"40 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
 "41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
+"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
 "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0" -> "46 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1";
 "46 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1" -> "47 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "47 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "47 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
 "48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "50 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"50 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0";
+"49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "50 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"50 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0";
 "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0" -> "52 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "52 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "56 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"56 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
+"54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "56 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"56 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
 "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0" -> "58 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1";
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1" -> "59 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "59 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "59 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "60 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "62 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"62 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "63 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0";
+"61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "62 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"62 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "63 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0";
 "63 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0" -> "64 ResNet/Sequential[layer3]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "64 ResNet/Sequential[layer3]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "65 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "67 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"67 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "68 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"68 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "73 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
+"66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "67 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"67 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "68 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"68 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "73 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
 "69 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "72 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"72 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "73 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
+"70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "72 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"72 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "73 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
 "73 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0" -> "74 ResNet/Sequential[layer3]/BasicBlock[0]/relu_1";
 "74 ResNet/Sequential[layer3]/BasicBlock[0]/relu_1" -> "75 ResNet/Sequential[layer3]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "75 ResNet/Sequential[layer3]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "75 ResNet/Sequential[layer3]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "85 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0";
 "76 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "78 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"78 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "79 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0";
+"77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "78 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"78 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "79 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0";
 "79 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0" -> "80 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "80 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "81 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "83 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"83 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "84 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"84 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "85 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0";
+"82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "83 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"83 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "84 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"84 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "85 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0";
 "85 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0" -> "86 ResNet/Sequential[layer3]/BasicBlock[1]/relu_1";
 "86 ResNet/Sequential[layer3]/BasicBlock[1]/relu_1" -> "87 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "87 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "87 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "88 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "90 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"90 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "91 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0";
+"89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "90 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"90 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "91 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0";
 "91 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0" -> "92 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "92 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "93 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "95 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"95 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "96 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "95 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"95 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "96 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "97 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"96 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "101 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
-"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"100 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "101 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
+"98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"96 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "101 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
+"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"100 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "101 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
 "101 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0" -> "102 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1";
 "102 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1" -> "103 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "103 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "103 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "113 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
 "104 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "106 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"106 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "107 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0";
+"105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "106 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"106 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "107 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0";
 "107 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0" -> "108 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "108 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "109 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "111 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"111 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "112 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"112 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "113 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
+"110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "111 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"111 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "112 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"112 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "113 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
 "113 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0" -> "114 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1";
 "114 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1" -> "115 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "115 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "116 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/resnet18_ignore.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/resnet18_ignore.dot
index 37b6fbc8d88..657f99a4b33 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/resnet18_ignore.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/resnet18_ignore.dot
@@ -3,59 +3,59 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 ResNet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 ResNet/relu_0" [id=5, type=relu];
 "6 ResNet/AsymmetricQuantizer/asymmetric_quantize_0" [id=6, type=asymmetric_quantize];
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=7, type=max_pool2d];
 "8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=8, type=asymmetric_quantize];
 "9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=9, type=conv2d];
-"10 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=10, type=batch_norm];
+"10 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=10, type=batch_norm];
 "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0" [id=11, type=relu];
 "12 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=12, type=asymmetric_quantize];
 "13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=13, type=asymmetric_quantize];
 "14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=14, type=conv2d];
-"15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=15, type=batch_norm];
-"16 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=16, type=asymmetric_quantize];
+"15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=15, type=batch_norm];
+"16 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=16, type=asymmetric_quantize];
 "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0" [id=17, type=__iadd__];
 "18 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1" [id=18, type=relu];
 "19 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=19, type=asymmetric_quantize];
 "20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=20, type=asymmetric_quantize];
 "21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=21, type=conv2d];
-"22 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=22, type=batch_norm];
+"22 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=22, type=batch_norm];
 "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0" [id=23, type=relu];
 "24 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=24, type=asymmetric_quantize];
 "25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=25, type=asymmetric_quantize];
 "26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=26, type=conv2d];
-"27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=27, type=batch_norm];
-"28 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=28, type=asymmetric_quantize];
+"27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=27, type=batch_norm];
+"28 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=28, type=asymmetric_quantize];
 "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0" [id=29, type=__iadd__];
 "30 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1" [id=30, type=relu];
 "31 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=31, type=asymmetric_quantize];
 "32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=32, type=asymmetric_quantize];
 "33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=33, type=conv2d];
-"34 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=34, type=batch_norm];
+"34 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=34, type=batch_norm];
 "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0" [id=35, type=relu];
 "36 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=36, type=asymmetric_quantize];
 "37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=37, type=asymmetric_quantize];
 "38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=38, type=conv2d];
-"39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=39, type=batch_norm];
-"40 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=40, type=asymmetric_quantize];
+"39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=39, type=batch_norm];
+"40 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=40, type=asymmetric_quantize];
 "41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=41, type=asymmetric_quantize];
 "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=42, type=conv2d];
-"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=43, type=batch_norm];
-"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
+"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=43, type=batch_norm];
+"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
 "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0" [id=45, type=__iadd__];
 "46 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1" [id=46, type=relu];
 "47 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=47, type=asymmetric_quantize];
 "48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=48, type=asymmetric_quantize];
 "49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=49, type=conv2d];
-"50 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=50, type=batch_norm];
+"50 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=50, type=batch_norm];
 "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0" [id=51, type=relu];
 "52 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=52, type=asymmetric_quantize];
 "53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=53, type=asymmetric_quantize];
 "54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=54, type=conv2d];
-"55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=55, type=batch_norm];
-"56 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=56, type=asymmetric_quantize];
+"55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=55, type=batch_norm];
+"56 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=56, type=asymmetric_quantize];
 "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0" [id=57, type=__iadd__];
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1" [id=58, type=relu];
 "59 ResNet/Sequential[layer3]/BasicBlock[0]/Conv2d[conv1]/conv2d_0" [id=59, type=conv2d];
@@ -77,29 +77,29 @@ strict digraph  {
 "75 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=75, type=asymmetric_quantize];
 "76 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=76, type=asymmetric_quantize];
 "77 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=77, type=conv2d];
-"78 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=78, type=batch_norm];
+"78 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=78, type=batch_norm];
 "79 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0" [id=79, type=relu];
 "80 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=80, type=asymmetric_quantize];
 "81 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=81, type=asymmetric_quantize];
 "82 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=82, type=conv2d];
-"83 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=83, type=batch_norm];
-"84 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=84, type=asymmetric_quantize];
+"83 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=83, type=batch_norm];
+"84 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=84, type=asymmetric_quantize];
 "85 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=85, type=asymmetric_quantize];
 "86 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=86, type=conv2d];
-"87 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=87, type=batch_norm];
-"88 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=88, type=asymmetric_quantize];
+"87 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=87, type=batch_norm];
+"88 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=88, type=asymmetric_quantize];
 "89 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0" [id=89, type=__iadd__];
 "90 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1" [id=90, type=relu];
 "91 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=91, type=asymmetric_quantize];
 "92 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=92, type=asymmetric_quantize];
 "93 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=93, type=conv2d];
-"94 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=94, type=batch_norm];
+"94 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=94, type=batch_norm];
 "95 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0" [id=95, type=relu];
 "96 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=96, type=asymmetric_quantize];
 "97 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=97, type=asymmetric_quantize];
 "98 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=98, type=conv2d];
-"99 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=99, type=batch_norm];
-"100 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=100, type=asymmetric_quantize];
+"99 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=99, type=batch_norm];
+"100 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=100, type=asymmetric_quantize];
 "101 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0" [id=101, type=__iadd__];
 "102 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1" [id=102, type=relu];
 "103 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=103, type=asymmetric_quantize];
@@ -112,64 +112,64 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
-"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 ResNet/relu_0";
+"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ResNet/relu_0";
 "5 ResNet/relu_0" -> "6 ResNet/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 ResNet/AsymmetricQuantizer/asymmetric_quantize_0" -> "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
-"9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"10 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0";
+"9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"10 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0";
 "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0" -> "12 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "12 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"16 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
+"14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"16 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
 "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0" -> "18 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1";
 "18 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1" -> "19 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "19 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "19 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
 "20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "22 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"22 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0";
+"21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "22 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"22 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0";
 "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0" -> "24 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "24 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "28 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"28 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
+"26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "28 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"28 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
 "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0" -> "30 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1";
 "30 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1" -> "31 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "31 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "31 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "34 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"34 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0";
+"33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "34 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"34 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0";
 "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0" -> "36 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "36 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "40 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"40 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
+"38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "40 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"40 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
 "41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
+"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
 "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0" -> "46 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1";
 "46 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1" -> "47 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "47 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "47 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
 "48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "50 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"50 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0";
+"49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "50 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"50 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0";
 "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0" -> "52 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "52 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "56 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"56 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
+"54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "56 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"56 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
 "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0" -> "58 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1";
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1" -> "59 ResNet/Sequential[layer3]/BasicBlock[0]/Conv2d[conv1]/conv2d_0";
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1" -> "64 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/Conv2d[0]/conv2d_0";
@@ -193,31 +193,31 @@ strict digraph  {
 "75 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "77 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "75 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "86 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "76 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "77 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"77 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "78 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"78 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "79 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0";
+"77 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "78 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"78 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "79 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0";
 "79 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0" -> "80 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "80 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "82 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "81 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "82 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"82 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "83 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"83 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "84 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"84 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
+"82 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "83 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"83 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "84 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"84 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
 "85 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "86 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"86 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "87 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"87 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "88 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"88 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
+"86 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "87 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"87 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "88 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"88 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
 "89 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0" -> "90 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1";
 "90 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1" -> "91 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "91 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "93 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "92 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "93 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"93 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "94 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"94 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "95 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0";
+"93 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "94 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"94 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "95 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0";
 "95 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0" -> "96 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "96 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "98 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "97 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "98 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"98 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "99 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
+"98 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "99 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
 "91 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "101 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
-"99 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"100 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "101 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
+"99 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"100 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "101 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
 "101 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0" -> "102 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1";
 "102 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1" -> "103 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "103 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "104 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/resnet18_no_qinput.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/resnet18_no_qinput.dot
index ced7438a625..cfb784a9887 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/resnet18_no_qinput.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/resnet18_no_qinput.dot
@@ -2,115 +2,115 @@ strict digraph  {
 "0 /nncf_model_input_0" [id=0, type=nncf_model_input];
 "1 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 ResNet/NNCFConv2d[conv1]/conv2d_0" [id=2, type=conv2d];
-"3 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=3, type=batch_norm];
+"3 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=3, type=batch_norm];
 "4 ResNet/relu_0" [id=4, type=relu];
 "5 ResNet/AsymmetricQuantizer/asymmetric_quantize_0" [id=5, type=asymmetric_quantize];
 "6 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=6, type=max_pool2d];
 "7 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=7, type=asymmetric_quantize];
 "8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=8, type=conv2d];
-"9 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=9, type=batch_norm];
+"9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=9, type=batch_norm];
 "10 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0" [id=10, type=relu];
 "11 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=11, type=asymmetric_quantize];
 "12 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=12, type=asymmetric_quantize];
 "13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=13, type=conv2d];
-"14 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=14, type=batch_norm];
-"15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=15, type=asymmetric_quantize];
+"14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=14, type=batch_norm];
+"15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=15, type=asymmetric_quantize];
 "16 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0" [id=16, type=__iadd__];
 "17 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1" [id=17, type=relu];
 "18 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=18, type=asymmetric_quantize];
 "19 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=19, type=asymmetric_quantize];
 "20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=20, type=conv2d];
-"21 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=21, type=batch_norm];
+"21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=21, type=batch_norm];
 "22 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0" [id=22, type=relu];
 "23 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=23, type=asymmetric_quantize];
 "24 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=24, type=asymmetric_quantize];
 "25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=25, type=conv2d];
-"26 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=26, type=batch_norm];
-"27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=27, type=asymmetric_quantize];
+"26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=26, type=batch_norm];
+"27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=27, type=asymmetric_quantize];
 "28 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0" [id=28, type=__iadd__];
 "29 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1" [id=29, type=relu];
 "30 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=30, type=asymmetric_quantize];
 "31 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=31, type=asymmetric_quantize];
 "32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=32, type=conv2d];
-"33 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=33, type=batch_norm];
+"33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=33, type=batch_norm];
 "34 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0" [id=34, type=relu];
 "35 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=35, type=asymmetric_quantize];
 "36 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=36, type=asymmetric_quantize];
 "37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=37, type=conv2d];
-"38 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=38, type=batch_norm];
-"39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=39, type=asymmetric_quantize];
+"38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=38, type=batch_norm];
+"39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=39, type=asymmetric_quantize];
 "40 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=40, type=asymmetric_quantize];
 "41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=41, type=conv2d];
-"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=42, type=batch_norm];
-"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=43, type=asymmetric_quantize];
+"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=42, type=batch_norm];
+"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=43, type=asymmetric_quantize];
 "44 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0" [id=44, type=__iadd__];
 "45 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1" [id=45, type=relu];
 "46 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=46, type=asymmetric_quantize];
 "47 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=47, type=asymmetric_quantize];
 "48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=48, type=conv2d];
-"49 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=49, type=batch_norm];
+"49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=49, type=batch_norm];
 "50 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0" [id=50, type=relu];
 "51 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=51, type=asymmetric_quantize];
 "52 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=52, type=asymmetric_quantize];
 "53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=53, type=conv2d];
-"54 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=54, type=batch_norm];
-"55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=55, type=asymmetric_quantize];
+"54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=54, type=batch_norm];
+"55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=55, type=asymmetric_quantize];
 "56 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0" [id=56, type=__iadd__];
 "57 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1" [id=57, type=relu];
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=58, type=asymmetric_quantize];
 "59 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=59, type=asymmetric_quantize];
 "60 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=60, type=conv2d];
-"61 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=61, type=batch_norm];
+"61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=61, type=batch_norm];
 "62 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0" [id=62, type=relu];
 "63 ResNet/Sequential[layer3]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=63, type=asymmetric_quantize];
 "64 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=64, type=asymmetric_quantize];
 "65 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=65, type=conv2d];
-"66 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=66, type=batch_norm];
-"67 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=67, type=asymmetric_quantize];
+"66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=66, type=batch_norm];
+"67 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=67, type=asymmetric_quantize];
 "68 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=68, type=asymmetric_quantize];
 "69 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=69, type=conv2d];
-"70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=70, type=batch_norm];
-"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=71, type=asymmetric_quantize];
+"70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=70, type=batch_norm];
+"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=71, type=asymmetric_quantize];
 "72 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0" [id=72, type=__iadd__];
 "73 ResNet/Sequential[layer3]/BasicBlock[0]/relu_1" [id=73, type=relu];
 "74 ResNet/Sequential[layer3]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=74, type=asymmetric_quantize];
 "75 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=75, type=asymmetric_quantize];
 "76 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=76, type=conv2d];
-"77 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=77, type=batch_norm];
+"77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=77, type=batch_norm];
 "78 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0" [id=78, type=relu];
 "79 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=79, type=asymmetric_quantize];
 "80 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=80, type=asymmetric_quantize];
 "81 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=81, type=conv2d];
-"82 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=82, type=batch_norm];
-"83 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=83, type=asymmetric_quantize];
+"82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=82, type=batch_norm];
+"83 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=83, type=asymmetric_quantize];
 "84 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0" [id=84, type=__iadd__];
 "85 ResNet/Sequential[layer3]/BasicBlock[1]/relu_1" [id=85, type=relu];
 "86 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=86, type=asymmetric_quantize];
 "87 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=87, type=asymmetric_quantize];
 "88 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=88, type=conv2d];
-"89 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=89, type=batch_norm];
+"89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=89, type=batch_norm];
 "90 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0" [id=90, type=relu];
 "91 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=91, type=asymmetric_quantize];
 "92 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=92, type=asymmetric_quantize];
 "93 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=93, type=conv2d];
-"94 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=94, type=batch_norm];
-"95 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=95, type=asymmetric_quantize];
+"94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=94, type=batch_norm];
+"95 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=95, type=asymmetric_quantize];
 "96 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=96, type=asymmetric_quantize];
 "97 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=97, type=conv2d];
-"98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=98, type=batch_norm];
-"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=99, type=asymmetric_quantize];
+"98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=98, type=batch_norm];
+"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=99, type=asymmetric_quantize];
 "100 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0" [id=100, type=__iadd__];
 "101 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1" [id=101, type=relu];
 "102 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=102, type=asymmetric_quantize];
 "103 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=103, type=asymmetric_quantize];
 "104 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=104, type=conv2d];
-"105 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=105, type=batch_norm];
+"105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=105, type=batch_norm];
 "106 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0" [id=106, type=relu];
 "107 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=107, type=asymmetric_quantize];
 "108 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=108, type=asymmetric_quantize];
 "109 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=109, type=conv2d];
-"110 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=110, type=batch_norm];
-"111 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=111, type=asymmetric_quantize];
+"110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=110, type=batch_norm];
+"111 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=111, type=asymmetric_quantize];
 "112 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0" [id=112, type=__iadd__];
 "113 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1" [id=113, type=relu];
 "114 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=114, type=asymmetric_quantize];
@@ -122,124 +122,124 @@ strict digraph  {
 "120 /nncf_model_output_0" [id=120, type=nncf_model_output];
 "0 /nncf_model_input_0" -> "2 ResNet/NNCFConv2d[conv1]/conv2d_0";
 "1 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "2 ResNet/NNCFConv2d[conv1]/conv2d_0";
-"2 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "3 ResNet/BatchNorm2d[bn1]/batch_norm_0";
-"3 ResNet/BatchNorm2d[bn1]/batch_norm_0" -> "4 ResNet/relu_0";
+"2 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "3 ResNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"3 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "4 ResNet/relu_0";
 "4 ResNet/relu_0" -> "5 ResNet/AsymmetricQuantizer/asymmetric_quantize_0";
 "5 ResNet/AsymmetricQuantizer/asymmetric_quantize_0" -> "6 ResNet/MaxPool2d[maxpool]/max_pool2d_0";
 "6 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
+"8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
 "6 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "16 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
-"9 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "10 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0";
+"9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "10 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0";
 "10 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0" -> "11 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "11 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "12 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "14 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"14 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "16 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
+"13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "16 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
 "16 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0" -> "17 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1";
 "17 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1" -> "18 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "18 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "18 ResNet/Sequential[layer1]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "28 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
 "19 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "21 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"21 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0";
+"20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0";
 "22 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0" -> "23 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "23 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "24 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "26 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"26 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "28 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
+"25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "28 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
 "28 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0" -> "29 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1";
 "29 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1" -> "30 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "30 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "30 ResNet/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "31 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "33 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"33 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "34 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0";
+"32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "34 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0";
 "34 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0" -> "35 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "35 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "36 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "38 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"38 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
+"37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
 "40 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
+"41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
 "44 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1";
 "45 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1" -> "46 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "46 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "46 ResNet/Sequential[layer2]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "56 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
 "47 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"49 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0";
+"48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0";
 "50 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0" -> "51 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "51 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "52 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "54 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"54 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "56 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
+"53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "56 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
 "56 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0" -> "57 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1";
 "57 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1" -> "58 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "60 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "69 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "59 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "60 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"60 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "61 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"61 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "62 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0";
+"60 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "62 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0";
 "62 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0" -> "63 ResNet/Sequential[layer3]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "63 ResNet/Sequential[layer3]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "65 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "64 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "65 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"65 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "66 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"66 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "67 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"67 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "72 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
+"65 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "67 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"67 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "72 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
 "68 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "69 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"69 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "72 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
+"69 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "72 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
 "72 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0" -> "73 ResNet/Sequential[layer3]/BasicBlock[0]/relu_1";
 "73 ResNet/Sequential[layer3]/BasicBlock[0]/relu_1" -> "74 ResNet/Sequential[layer3]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "74 ResNet/Sequential[layer3]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "76 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "74 ResNet/Sequential[layer3]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "84 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0";
 "75 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "76 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"76 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "77 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"77 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "78 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0";
+"76 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "78 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0";
 "78 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0" -> "79 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "79 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "81 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "80 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "81 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"81 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "82 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"82 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "83 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"83 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "84 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0";
+"81 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "83 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"83 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "84 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0";
 "84 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0" -> "85 ResNet/Sequential[layer3]/BasicBlock[1]/relu_1";
 "85 ResNet/Sequential[layer3]/BasicBlock[1]/relu_1" -> "86 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "86 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "88 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "86 ResNet/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "97 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "87 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "88 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"88 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"89 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "90 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0";
+"88 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "90 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0";
 "90 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0" -> "91 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "91 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "93 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "92 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "93 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"93 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "94 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"94 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "95 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"93 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "95 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "96 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "97 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"97 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"95 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
-"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
+"97 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"95 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
+"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
 "100 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0" -> "101 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1";
 "101 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1" -> "102 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "102 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "104 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "102 ResNet/Sequential[layer4]/BasicBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "112 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
 "103 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "104 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"104 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "105 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"105 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "106 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0";
+"104 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "106 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0";
 "106 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0" -> "107 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "107 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "109 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "108 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "109 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"109 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "110 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"110 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "111 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"111 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "112 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
+"109 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "111 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"111 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "112 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
 "112 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0" -> "113 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1";
 "113 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1" -> "114 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "114 ResNet/Sequential[layer4]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "115 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/resnet50.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/resnet50.dot
index 3f2537ca8cb..ccff99cbf1a 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/resnet50.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/resnet50.dot
@@ -3,295 +3,295 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 ResNet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 ResNet/relu_0" [id=5, type=relu];
 "6 ResNet/AsymmetricQuantizer/asymmetric_quantize_0" [id=6, type=asymmetric_quantize];
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=7, type=max_pool2d];
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=8, type=asymmetric_quantize];
 "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=9, type=conv2d];
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=10, type=batch_norm];
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=10, type=batch_norm];
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/relu_0" [id=11, type=relu];
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=12, type=asymmetric_quantize];
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=13, type=asymmetric_quantize];
 "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=14, type=conv2d];
-"15 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=15, type=batch_norm];
+"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=15, type=batch_norm];
 "16 ResNet/Sequential[layer1]/Bottleneck[0]/relu_1" [id=16, type=relu];
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=17, type=asymmetric_quantize];
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=18, type=asymmetric_quantize];
 "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [id=19, type=conv2d];
-"20 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=20, type=batch_norm];
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=21, type=asymmetric_quantize];
+"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=20, type=batch_norm];
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=21, type=asymmetric_quantize];
 "22 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=22, type=asymmetric_quantize];
 "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=23, type=conv2d];
-"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=24, type=batch_norm];
-"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=25, type=asymmetric_quantize];
+"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=24, type=batch_norm];
+"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=25, type=asymmetric_quantize];
 "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" [id=26, type=__iadd__];
 "27 ResNet/Sequential[layer1]/Bottleneck[0]/relu_2" [id=27, type=relu];
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" [id=28, type=asymmetric_quantize];
 "29 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=29, type=asymmetric_quantize];
 "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=30, type=conv2d];
-"31 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=31, type=batch_norm];
+"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=31, type=batch_norm];
 "32 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0" [id=32, type=relu];
 "33 ResNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=33, type=asymmetric_quantize];
 "34 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=34, type=asymmetric_quantize];
 "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=35, type=conv2d];
-"36 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=36, type=batch_norm];
+"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=36, type=batch_norm];
 "37 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1" [id=37, type=relu];
 "38 ResNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=38, type=asymmetric_quantize];
 "39 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=39, type=asymmetric_quantize];
 "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [id=40, type=conv2d];
-"41 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=41, type=batch_norm];
-"42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=42, type=asymmetric_quantize];
+"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=41, type=batch_norm];
+"42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=42, type=asymmetric_quantize];
 "43 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" [id=43, type=__iadd__];
 "44 ResNet/Sequential[layer1]/Bottleneck[1]/relu_2" [id=44, type=relu];
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" [id=45, type=asymmetric_quantize];
 "46 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=46, type=asymmetric_quantize];
 "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=47, type=conv2d];
-"48 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=48, type=batch_norm];
+"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=48, type=batch_norm];
 "49 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0" [id=49, type=relu];
 "50 ResNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=50, type=asymmetric_quantize];
 "51 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=51, type=asymmetric_quantize];
 "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=52, type=conv2d];
-"53 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=53, type=batch_norm];
+"53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=53, type=batch_norm];
 "54 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1" [id=54, type=relu];
 "55 ResNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=55, type=asymmetric_quantize];
 "56 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=56, type=asymmetric_quantize];
 "57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [id=57, type=conv2d];
-"58 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=58, type=batch_norm];
-"59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=59, type=asymmetric_quantize];
+"58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=58, type=batch_norm];
+"59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=59, type=asymmetric_quantize];
 "60 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" [id=60, type=__iadd__];
 "61 ResNet/Sequential[layer1]/Bottleneck[2]/relu_2" [id=61, type=relu];
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" [id=62, type=asymmetric_quantize];
 "63 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=63, type=asymmetric_quantize];
 "64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=64, type=conv2d];
-"65 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=65, type=batch_norm];
+"65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=65, type=batch_norm];
 "66 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0" [id=66, type=relu];
 "67 ResNet/Sequential[layer2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=67, type=asymmetric_quantize];
 "68 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=68, type=asymmetric_quantize];
 "69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=69, type=conv2d];
-"70 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=70, type=batch_norm];
+"70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=70, type=batch_norm];
 "71 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1" [id=71, type=relu];
 "72 ResNet/Sequential[layer2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=72, type=asymmetric_quantize];
 "73 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=73, type=asymmetric_quantize];
 "74 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [id=74, type=conv2d];
-"75 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=75, type=batch_norm];
-"76 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=76, type=asymmetric_quantize];
+"75 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=75, type=batch_norm];
+"76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=76, type=asymmetric_quantize];
 "77 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=77, type=asymmetric_quantize];
 "78 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=78, type=conv2d];
-"79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=79, type=batch_norm];
-"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=80, type=asymmetric_quantize];
+"79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=79, type=batch_norm];
+"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=80, type=asymmetric_quantize];
 "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" [id=81, type=__iadd__];
 "82 ResNet/Sequential[layer2]/Bottleneck[0]/relu_2" [id=82, type=relu];
 "83 ResNet/Sequential[layer2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" [id=83, type=asymmetric_quantize];
 "84 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=84, type=asymmetric_quantize];
 "85 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=85, type=conv2d];
-"86 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=86, type=batch_norm];
+"86 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=86, type=batch_norm];
 "87 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0" [id=87, type=relu];
 "88 ResNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=88, type=asymmetric_quantize];
 "89 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=89, type=asymmetric_quantize];
 "90 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=90, type=conv2d];
-"91 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=91, type=batch_norm];
+"91 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=91, type=batch_norm];
 "92 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1" [id=92, type=relu];
 "93 ResNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=93, type=asymmetric_quantize];
 "94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=94, type=asymmetric_quantize];
 "95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [id=95, type=conv2d];
-"96 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=96, type=batch_norm];
-"97 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=97, type=asymmetric_quantize];
+"96 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=96, type=batch_norm];
+"97 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=97, type=asymmetric_quantize];
 "98 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" [id=98, type=__iadd__];
 "99 ResNet/Sequential[layer2]/Bottleneck[1]/relu_2" [id=99, type=relu];
 "100 ResNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" [id=100, type=asymmetric_quantize];
 "101 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=101, type=asymmetric_quantize];
 "102 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=102, type=conv2d];
-"103 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=103, type=batch_norm];
+"103 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=103, type=batch_norm];
 "104 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0" [id=104, type=relu];
 "105 ResNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=105, type=asymmetric_quantize];
 "106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=106, type=asymmetric_quantize];
 "107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=107, type=conv2d];
-"108 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=108, type=batch_norm];
+"108 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=108, type=batch_norm];
 "109 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1" [id=109, type=relu];
 "110 ResNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=110, type=asymmetric_quantize];
 "111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=111, type=asymmetric_quantize];
 "112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [id=112, type=conv2d];
-"113 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=113, type=batch_norm];
-"114 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=114, type=asymmetric_quantize];
+"113 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=113, type=batch_norm];
+"114 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=114, type=asymmetric_quantize];
 "115 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0" [id=115, type=__iadd__];
 "116 ResNet/Sequential[layer2]/Bottleneck[2]/relu_2" [id=116, type=relu];
 "117 ResNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" [id=117, type=asymmetric_quantize];
 "118 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=118, type=asymmetric_quantize];
 "119 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" [id=119, type=conv2d];
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+"254 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=254, type=asymmetric_quantize];
 "255 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=255, type=asymmetric_quantize];
 "256 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=256, type=conv2d];
-"257 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=257, type=batch_norm];
-"258 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=258, type=asymmetric_quantize];
+"257 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=257, type=batch_norm];
+"258 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=258, type=asymmetric_quantize];
 "259 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" [id=259, type=__iadd__];
 "260 ResNet/Sequential[layer4]/Bottleneck[0]/relu_2" [id=260, type=relu];
 "261 ResNet/Sequential[layer4]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" [id=261, type=asymmetric_quantize];
 "262 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=262, type=asymmetric_quantize];
 "263 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=263, type=conv2d];
-"264 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=264, type=batch_norm];
+"264 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=264, type=batch_norm];
 "265 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0" [id=265, type=relu];
 "266 ResNet/Sequential[layer4]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=266, type=asymmetric_quantize];
 "267 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=267, type=asymmetric_quantize];
 "268 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=268, type=conv2d];
-"269 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=269, type=batch_norm];
+"269 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=269, type=batch_norm];
 "270 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1" [id=270, type=relu];
 "271 ResNet/Sequential[layer4]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=271, type=asymmetric_quantize];
 "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=272, type=asymmetric_quantize];
 "273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [id=273, type=conv2d];
-"274 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=274, type=batch_norm];
-"275 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=275, type=asymmetric_quantize];
+"274 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=274, type=batch_norm];
+"275 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=275, type=asymmetric_quantize];
 "276 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" [id=276, type=__iadd__];
 "277 ResNet/Sequential[layer4]/Bottleneck[1]/relu_2" [id=277, type=relu];
 "278 ResNet/Sequential[layer4]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" [id=278, type=asymmetric_quantize];
 "279 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=279, type=asymmetric_quantize];
 "280 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=280, type=conv2d];
-"281 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=281, type=batch_norm];
+"281 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=281, type=batch_norm];
 "282 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0" [id=282, type=relu];
 "283 ResNet/Sequential[layer4]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=283, type=asymmetric_quantize];
 "284 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=284, type=asymmetric_quantize];
 "285 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=285, type=conv2d];
-"286 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=286, type=batch_norm];
+"286 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=286, type=batch_norm];
 "287 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1" [id=287, type=relu];
 "288 ResNet/Sequential[layer4]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=288, type=asymmetric_quantize];
 "289 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=289, type=asymmetric_quantize];
 "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [id=290, type=conv2d];
-"291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=291, type=batch_norm];
-"292 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=292, type=asymmetric_quantize];
+"291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=291, type=batch_norm];
+"292 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=292, type=asymmetric_quantize];
 "293 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" [id=293, type=__iadd__];
 "294 ResNet/Sequential[layer4]/Bottleneck[2]/relu_2" [id=294, type=relu];
 "295 ResNet/Sequential[layer4]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" [id=295, type=asymmetric_quantize];
@@ -304,312 +304,312 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
-"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 ResNet/relu_0";
+"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ResNet/relu_0";
 "5 ResNet/relu_0" -> "6 ResNet/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 ResNet/AsymmetricQuantizer/asymmetric_quantize_0" -> "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/relu_0";
+"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/relu_0";
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/relu_0" -> "12 ResNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"15 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/relu_1";
+"14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/relu_1";
 "16 ResNet/Sequential[layer1]/Bottleneck[0]/relu_1" -> "17 ResNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"20 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "22 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/relu_2";
 "27 ResNet/Sequential[layer1]/Bottleneck[0]/relu_2" -> "28 ResNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "29 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"31 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0";
+"30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0";
 "32 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0" -> "33 ResNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "33 ResNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "34 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"36 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1";
+"35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1";
 "37 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1" -> "38 ResNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "38 ResNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "39 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"41 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
+"40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "43 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/relu_2";
 "44 ResNet/Sequential[layer1]/Bottleneck[1]/relu_2" -> "45 ResNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "46 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"48 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0";
+"47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0";
 "49 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0" -> "50 ResNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "50 ResNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "51 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"53 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1";
+"52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1";
 "54 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1" -> "55 ResNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "55 ResNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "56 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"58 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
+"57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "60 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/relu_2";
 "61 ResNet/Sequential[layer1]/Bottleneck[2]/relu_2" -> "62 ResNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "63 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"65 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0";
+"64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0";
 "66 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0" -> "67 ResNet/Sequential[layer2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "67 ResNet/Sequential[layer2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "68 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"70 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1";
+"69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1";
 "71 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1" -> "72 ResNet/Sequential[layer2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "72 ResNet/Sequential[layer2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "74 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "73 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "74 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"74 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "75 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"75 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"76 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"74 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "75 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"75 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "77 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"78 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"78 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" -> "82 ResNet/Sequential[layer2]/Bottleneck[0]/relu_2";
 "82 ResNet/Sequential[layer2]/Bottleneck[0]/relu_2" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "83 ResNet/Sequential[layer2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "85 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "83 ResNet/Sequential[layer2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "84 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "85 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"85 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "86 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"86 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0";
+"85 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "86 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"86 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0";
 "87 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0" -> "88 ResNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "88 ResNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "90 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "89 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "90 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"90 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "91 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"91 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "92 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1";
+"90 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "91 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"91 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "92 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1";
 "92 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1" -> "93 ResNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "93 ResNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "96 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"96 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "97 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"97 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
+"95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "96 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"96 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "97 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"97 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "98 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" -> "99 ResNet/Sequential[layer2]/Bottleneck[1]/relu_2";
 "99 ResNet/Sequential[layer2]/Bottleneck[1]/relu_2" -> "100 ResNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "100 ResNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "102 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "100 ResNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "101 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "102 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"102 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "103 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"103 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "104 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0";
+"102 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "103 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"103 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "104 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0";
 "104 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0" -> "105 ResNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "105 ResNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "108 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"108 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "109 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1";
+"107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "108 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"108 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "109 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1";
 "109 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1" -> "110 ResNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "110 ResNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "113 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"113 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "114 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"114 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
+"112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "113 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"113 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "114 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"114 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "115 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0" -> "116 ResNet/Sequential[layer2]/Bottleneck[2]/relu_2";
 "116 ResNet/Sequential[layer2]/Bottleneck[2]/relu_2" -> "117 ResNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "117 ResNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "119 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "117 ResNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "118 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "119 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"119 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "120 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"120 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "121 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0";
+"119 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "120 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"120 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "121 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0";
 "121 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0" -> "122 ResNet/Sequential[layer2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "122 ResNet/Sequential[layer2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "123 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "125 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"125 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "126 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1";
+"124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "125 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"125 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "126 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1";
 "126 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1" -> "127 ResNet/Sequential[layer2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1";
 "127 ResNet/Sequential[layer2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "128 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"129 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "130 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"130 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "131 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"131 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
+"129 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "130 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"130 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "131 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"131 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "132 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0" -> "133 ResNet/Sequential[layer2]/Bottleneck[3]/relu_2";
 "133 ResNet/Sequential[layer2]/Bottleneck[3]/relu_2" -> "134 ResNet/Sequential[layer2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2";
 "134 ResNet/Sequential[layer2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "136 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "134 ResNet/Sequential[layer2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "135 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "136 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"136 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "137 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"137 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "138 ResNet/Sequential[layer3]/Bottleneck[0]/relu_0";
+"136 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "137 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"137 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "138 ResNet/Sequential[layer3]/Bottleneck[0]/relu_0";
 "138 ResNet/Sequential[layer3]/Bottleneck[0]/relu_0" -> "139 ResNet/Sequential[layer3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "139 ResNet/Sequential[layer3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "141 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "140 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "141 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"141 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "142 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"142 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "143 ResNet/Sequential[layer3]/Bottleneck[0]/relu_1";
+"141 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "142 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"142 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "143 ResNet/Sequential[layer3]/Bottleneck[0]/relu_1";
 "143 ResNet/Sequential[layer3]/Bottleneck[0]/relu_1" -> "144 ResNet/Sequential[layer3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "144 ResNet/Sequential[layer3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"147 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "148 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"148 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "153 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"147 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "148 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"148 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "153 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "149 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"150 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"151 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"152 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "153 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"150 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"151 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"152 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "153 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "153 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/relu_2";
 "154 ResNet/Sequential[layer3]/Bottleneck[0]/relu_2" -> "155 ResNet/Sequential[layer3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "155 ResNet/Sequential[layer3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "157 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "155 ResNet/Sequential[layer3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "170 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "156 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"157 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "158 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"158 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "159 ResNet/Sequential[layer3]/Bottleneck[1]/relu_0";
+"157 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "158 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"158 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "159 ResNet/Sequential[layer3]/Bottleneck[1]/relu_0";
 "159 ResNet/Sequential[layer3]/Bottleneck[1]/relu_0" -> "160 ResNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "160 ResNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"163 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "164 ResNet/Sequential[layer3]/Bottleneck[1]/relu_1";
+"162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"163 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "164 ResNet/Sequential[layer3]/Bottleneck[1]/relu_1";
 "164 ResNet/Sequential[layer3]/Bottleneck[1]/relu_1" -> "165 ResNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "165 ResNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "166 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"168 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"169 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "170 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
+"167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"169 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "170 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "170 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0" -> "171 ResNet/Sequential[layer3]/Bottleneck[1]/relu_2";
 "171 ResNet/Sequential[layer3]/Bottleneck[1]/relu_2" -> "172 ResNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "172 ResNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "174 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "172 ResNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "173 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "174 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"174 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"175 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "176 ResNet/Sequential[layer3]/Bottleneck[2]/relu_0";
+"174 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"175 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "176 ResNet/Sequential[layer3]/Bottleneck[2]/relu_0";
 "176 ResNet/Sequential[layer3]/Bottleneck[2]/relu_0" -> "177 ResNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "177 ResNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "178 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"180 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/relu_1";
+"179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/relu_1";
 "181 ResNet/Sequential[layer3]/Bottleneck[2]/relu_1" -> "182 ResNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "182 ResNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "183 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"185 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
+"184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "187 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0" -> "188 ResNet/Sequential[layer3]/Bottleneck[2]/relu_2";
 "188 ResNet/Sequential[layer3]/Bottleneck[2]/relu_2" -> "189 ResNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "189 ResNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "191 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "189 ResNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "190 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "191 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"191 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "192 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"192 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[3]/relu_0";
+"191 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "192 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"192 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[3]/relu_0";
 "193 ResNet/Sequential[layer3]/Bottleneck[3]/relu_0" -> "194 ResNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "194 ResNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "196 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "195 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "196 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"196 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"197 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/relu_1";
+"196 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/relu_1";
 "198 ResNet/Sequential[layer3]/Bottleneck[3]/relu_1" -> "199 ResNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1";
 "199 ResNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "200 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "202 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"202 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"203 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
+"201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "204 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/relu_2";
 "205 ResNet/Sequential[layer3]/Bottleneck[3]/relu_2" -> "206 ResNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2";
 "206 ResNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "208 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "206 ResNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "207 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "208 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"208 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "209 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
-"209 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[4]/relu_0";
+"208 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "209 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"209 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[4]/relu_0";
 "210 ResNet/Sequential[layer3]/Bottleneck[4]/relu_0" -> "211 ResNet/Sequential[layer3]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "211 ResNet/Sequential[layer3]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "213 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "212 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "213 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
-"213 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "214 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"214 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/relu_1";
+"213 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "214 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"214 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/relu_1";
 "215 ResNet/Sequential[layer3]/Bottleneck[4]/relu_1" -> "216 ResNet/Sequential[layer3]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1";
 "216 ResNet/Sequential[layer3]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1" -> "218 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "217 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "218 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
-"218 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "219 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"219 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "220 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"220 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
+"218 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "219 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"219 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "221 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0" -> "222 ResNet/Sequential[layer3]/Bottleneck[4]/relu_2";
 "222 ResNet/Sequential[layer3]/Bottleneck[4]/relu_2" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_2";
 "223 ResNet/Sequential[layer3]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "225 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "223 ResNet/Sequential[layer3]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "238 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "224 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "225 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"225 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "226 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
-"226 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "227 ResNet/Sequential[layer3]/Bottleneck[5]/relu_0";
+"225 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "226 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"226 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "227 ResNet/Sequential[layer3]/Bottleneck[5]/relu_0";
 "227 ResNet/Sequential[layer3]/Bottleneck[5]/relu_0" -> "228 ResNet/Sequential[layer3]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "228 ResNet/Sequential[layer3]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "230 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "229 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "230 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
-"230 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "231 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"231 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "232 ResNet/Sequential[layer3]/Bottleneck[5]/relu_1";
+"230 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "231 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"231 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "232 ResNet/Sequential[layer3]/Bottleneck[5]/relu_1";
 "232 ResNet/Sequential[layer3]/Bottleneck[5]/relu_1" -> "233 ResNet/Sequential[layer3]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1";
 "233 ResNet/Sequential[layer3]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "234 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
-"235 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "236 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"236 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "237 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"237 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "238 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
+"235 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "236 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"236 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "237 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"237 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "238 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "238 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0" -> "239 ResNet/Sequential[layer3]/Bottleneck[5]/relu_2";
 "239 ResNet/Sequential[layer3]/Bottleneck[5]/relu_2" -> "240 ResNet/Sequential[layer3]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_2";
 "240 ResNet/Sequential[layer3]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_2" -> "242 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "240 ResNet/Sequential[layer3]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_2" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "241 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "242 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"242 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "243 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"243 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "244 ResNet/Sequential[layer4]/Bottleneck[0]/relu_0";
+"242 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "243 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"243 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "244 ResNet/Sequential[layer4]/Bottleneck[0]/relu_0";
 "244 ResNet/Sequential[layer4]/Bottleneck[0]/relu_0" -> "245 ResNet/Sequential[layer4]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "245 ResNet/Sequential[layer4]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "247 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "246 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "247 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"247 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "248 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"248 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "249 ResNet/Sequential[layer4]/Bottleneck[0]/relu_1";
+"247 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "248 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"248 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "249 ResNet/Sequential[layer4]/Bottleneck[0]/relu_1";
 "249 ResNet/Sequential[layer4]/Bottleneck[0]/relu_1" -> "250 ResNet/Sequential[layer4]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "250 ResNet/Sequential[layer4]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"253 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "254 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"254 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "259 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"253 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "254 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"254 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "259 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "255 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"256 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"257 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"258 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "259 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"256 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"257 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"258 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "259 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "259 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" -> "260 ResNet/Sequential[layer4]/Bottleneck[0]/relu_2";
 "260 ResNet/Sequential[layer4]/Bottleneck[0]/relu_2" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "261 ResNet/Sequential[layer4]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "263 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "261 ResNet/Sequential[layer4]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "276 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "262 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"263 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "264 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"264 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "265 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0";
+"263 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "264 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"264 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "265 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0";
 "265 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0" -> "266 ResNet/Sequential[layer4]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "266 ResNet/Sequential[layer4]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "267 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"268 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "269 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"269 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "270 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1";
+"268 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "269 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"269 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "270 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1";
 "270 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1" -> "271 ResNet/Sequential[layer4]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "271 ResNet/Sequential[layer4]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"274 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "275 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"275 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "276 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
+"273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"274 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "275 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"275 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "276 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "276 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" -> "277 ResNet/Sequential[layer4]/Bottleneck[1]/relu_2";
 "277 ResNet/Sequential[layer4]/Bottleneck[1]/relu_2" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "278 ResNet/Sequential[layer4]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "280 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "278 ResNet/Sequential[layer4]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "293 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "279 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "280 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"280 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "281 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"281 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "282 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0";
+"280 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "281 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"281 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "282 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0";
 "282 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0" -> "283 ResNet/Sequential[layer4]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "283 ResNet/Sequential[layer4]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "284 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"285 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"286 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "287 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1";
+"285 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"286 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "287 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1";
 "287 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1" -> "288 ResNet/Sequential[layer4]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "288 ResNet/Sequential[layer4]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "289 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"292 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "293 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
+"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"292 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "293 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "293 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" -> "294 ResNet/Sequential[layer4]/Bottleneck[2]/relu_2";
 "294 ResNet/Sequential[layer4]/Bottleneck[2]/relu_2" -> "295 ResNet/Sequential[layer4]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "295 ResNet/Sequential[layer4]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "296 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/resnext29_32x4d.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/resnext29_32x4d.dot
index dbd0cebe36d..7c8eb774880 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/resnext29_32x4d.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/resnext29_32x4d.dot
@@ -3,171 +3,171 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 ResNeXt/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 ResNeXt/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 ResNeXt/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 ResNeXt/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 ResNeXt/relu_0" [id=5, type=relu];
 "6 ResNeXt/AsymmetricQuantizer/asymmetric_quantize_0" [id=6, type=asymmetric_quantize];
 "7 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=7, type=asymmetric_quantize];
 "8 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv1]/conv2d_0" [id=8, type=conv2d];
-"9 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn1]/batch_norm_0" [id=9, type=batch_norm];
+"9 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=9, type=batch_norm];
 "10 ResNeXt/Sequential[layer1]/Block[0]/relu_0" [id=10, type=relu];
 "11 ResNeXt/Sequential[layer1]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=11, type=asymmetric_quantize];
 "12 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=12, type=asymmetric_quantize];
 "13 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv2]/conv2d_0" [id=13, type=conv2d];
-"14 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn2]/batch_norm_0" [id=14, type=batch_norm];
+"14 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=14, type=batch_norm];
 "15 ResNeXt/Sequential[layer1]/Block[0]/relu_1" [id=15, type=relu];
 "16 ResNeXt/Sequential[layer1]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=16, type=asymmetric_quantize];
 "17 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=17, type=asymmetric_quantize];
 "18 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv3]/conv2d_0" [id=18, type=conv2d];
-"19 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn3]/batch_norm_0" [id=19, type=batch_norm];
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 "152 ResNeXt/Sequential[layer3]/Block[1]/__iadd___0" [id=152, type=__iadd__];
 "153 ResNeXt/Sequential[layer3]/Block[1]/relu_2" [id=153, type=relu];
 "154 ResNeXt/Sequential[layer3]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_2" [id=154, type=asymmetric_quantize];
 "155 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=155, type=asymmetric_quantize];
 "156 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv1]/conv2d_0" [id=156, type=conv2d];
-"157 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn1]/batch_norm_0" [id=157, type=batch_norm];
+"157 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=157, type=batch_norm];
 "158 ResNeXt/Sequential[layer3]/Block[2]/relu_0" [id=158, type=relu];
 "159 ResNeXt/Sequential[layer3]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=159, type=asymmetric_quantize];
 "160 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=160, type=asymmetric_quantize];
 "161 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv2]/conv2d_0" [id=161, type=conv2d];
-"162 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn2]/batch_norm_0" [id=162, type=batch_norm];
+"162 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=162, type=batch_norm];
 "163 ResNeXt/Sequential[layer3]/Block[2]/relu_1" [id=163, type=relu];
 "164 ResNeXt/Sequential[layer3]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=164, type=asymmetric_quantize];
 "165 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=165, type=asymmetric_quantize];
 "166 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv3]/conv2d_0" [id=166, type=conv2d];
-"167 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn3]/batch_norm_0" [id=167, type=batch_norm];
-"168 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=168, type=asymmetric_quantize];
+"167 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=167, type=batch_norm];
+"168 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=168, type=asymmetric_quantize];
 "169 ResNeXt/Sequential[layer3]/Block[2]/__iadd___0" [id=169, type=__iadd__];
 "170 ResNeXt/Sequential[layer3]/Block[2]/relu_2" [id=170, type=relu];
 "171 ResNeXt/Sequential[layer3]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_2" [id=171, type=asymmetric_quantize];
@@ -180,181 +180,181 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 ResNeXt/NNCFConv2d[conv1]/conv2d_0";
 "2 ResNeXt/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 ResNeXt/NNCFConv2d[conv1]/conv2d_0";
-"3 ResNeXt/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNeXt/BatchNorm2d[bn1]/batch_norm_0";
-"4 ResNeXt/BatchNorm2d[bn1]/batch_norm_0" -> "5 ResNeXt/relu_0";
+"3 ResNeXt/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNeXt/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ResNeXt/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ResNeXt/relu_0";
 "5 ResNeXt/relu_0" -> "6 ResNeXt/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 ResNeXt/AsymmetricQuantizer/asymmetric_quantize_0" -> "8 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "8 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv1]/conv2d_0";
-"8 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn1]/batch_norm_0";
+"8 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn1]/batch_norm_0";
 "6 ResNeXt/AsymmetricQuantizer/asymmetric_quantize_0" -> "22 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"9 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn1]/batch_norm_0" -> "10 ResNeXt/Sequential[layer1]/Block[0]/relu_0";
+"9 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "10 ResNeXt/Sequential[layer1]/Block[0]/relu_0";
 "10 ResNeXt/Sequential[layer1]/Block[0]/relu_0" -> "11 ResNeXt/Sequential[layer1]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "11 ResNeXt/Sequential[layer1]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "13 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv2]/conv2d_0";
 "12 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "13 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv2]/conv2d_0";
-"13 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv2]/conv2d_0" -> "14 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn2]/batch_norm_0";
-"14 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn2]/batch_norm_0" -> "15 ResNeXt/Sequential[layer1]/Block[0]/relu_1";
+"13 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv2]/conv2d_0" -> "14 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"14 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "15 ResNeXt/Sequential[layer1]/Block[0]/relu_1";
 "15 ResNeXt/Sequential[layer1]/Block[0]/relu_1" -> "16 ResNeXt/Sequential[layer1]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "16 ResNeXt/Sequential[layer1]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "18 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv3]/conv2d_0";
 "17 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "18 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv3]/conv2d_0";
-"18 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv3]/conv2d_0" -> "19 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn3]/batch_norm_0";
-"19 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn3]/batch_norm_0" -> "20 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"20 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "25 ResNeXt/Sequential[layer1]/Block[0]/__iadd___0";
+"18 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv3]/conv2d_0" -> "19 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"19 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "20 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"20 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "25 ResNeXt/Sequential[layer1]/Block[0]/__iadd___0";
 "21 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "22 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"22 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "23 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"23 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "24 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"24 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "25 ResNeXt/Sequential[layer1]/Block[0]/__iadd___0";
+"22 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "23 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"23 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "24 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"24 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "25 ResNeXt/Sequential[layer1]/Block[0]/__iadd___0";
 "25 ResNeXt/Sequential[layer1]/Block[0]/__iadd___0" -> "26 ResNeXt/Sequential[layer1]/Block[0]/relu_2";
 "26 ResNeXt/Sequential[layer1]/Block[0]/relu_2" -> "27 ResNeXt/Sequential[layer1]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "27 ResNeXt/Sequential[layer1]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "29 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv1]/conv2d_0";
 "27 ResNeXt/Sequential[layer1]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "42 ResNeXt/Sequential[layer1]/Block[1]/__iadd___0";
 "28 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "29 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv1]/conv2d_0";
-"29 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv1]/conv2d_0" -> "30 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn1]/batch_norm_0";
-"30 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn1]/batch_norm_0" -> "31 ResNeXt/Sequential[layer1]/Block[1]/relu_0";
+"29 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv1]/conv2d_0" -> "30 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"30 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "31 ResNeXt/Sequential[layer1]/Block[1]/relu_0";
 "31 ResNeXt/Sequential[layer1]/Block[1]/relu_0" -> "32 ResNeXt/Sequential[layer1]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "32 ResNeXt/Sequential[layer1]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "34 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv2]/conv2d_0";
 "33 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "34 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv2]/conv2d_0";
-"34 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv2]/conv2d_0" -> "35 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn2]/batch_norm_0";
-"35 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn2]/batch_norm_0" -> "36 ResNeXt/Sequential[layer1]/Block[1]/relu_1";
+"34 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv2]/conv2d_0" -> "35 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"35 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "36 ResNeXt/Sequential[layer1]/Block[1]/relu_1";
 "36 ResNeXt/Sequential[layer1]/Block[1]/relu_1" -> "37 ResNeXt/Sequential[layer1]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "37 ResNeXt/Sequential[layer1]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "39 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv3]/conv2d_0";
 "38 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "39 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv3]/conv2d_0";
-"39 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv3]/conv2d_0" -> "40 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn3]/batch_norm_0";
-"40 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn3]/batch_norm_0" -> "41 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"41 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "42 ResNeXt/Sequential[layer1]/Block[1]/__iadd___0";
+"39 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv3]/conv2d_0" -> "40 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"40 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "41 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"41 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "42 ResNeXt/Sequential[layer1]/Block[1]/__iadd___0";
 "42 ResNeXt/Sequential[layer1]/Block[1]/__iadd___0" -> "43 ResNeXt/Sequential[layer1]/Block[1]/relu_2";
 "43 ResNeXt/Sequential[layer1]/Block[1]/relu_2" -> "44 ResNeXt/Sequential[layer1]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "44 ResNeXt/Sequential[layer1]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "46 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv1]/conv2d_0";
 "44 ResNeXt/Sequential[layer1]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "59 ResNeXt/Sequential[layer1]/Block[2]/__iadd___0";
 "45 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "46 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv1]/conv2d_0";
-"46 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv1]/conv2d_0" -> "47 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn1]/batch_norm_0";
-"47 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn1]/batch_norm_0" -> "48 ResNeXt/Sequential[layer1]/Block[2]/relu_0";
+"46 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv1]/conv2d_0" -> "47 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"47 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "48 ResNeXt/Sequential[layer1]/Block[2]/relu_0";
 "48 ResNeXt/Sequential[layer1]/Block[2]/relu_0" -> "49 ResNeXt/Sequential[layer1]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "49 ResNeXt/Sequential[layer1]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "51 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv2]/conv2d_0";
 "50 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "51 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv2]/conv2d_0";
-"51 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv2]/conv2d_0" -> "52 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn2]/batch_norm_0";
-"52 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn2]/batch_norm_0" -> "53 ResNeXt/Sequential[layer1]/Block[2]/relu_1";
+"51 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv2]/conv2d_0" -> "52 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"52 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "53 ResNeXt/Sequential[layer1]/Block[2]/relu_1";
 "53 ResNeXt/Sequential[layer1]/Block[2]/relu_1" -> "54 ResNeXt/Sequential[layer1]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "54 ResNeXt/Sequential[layer1]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "56 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv3]/conv2d_0";
 "55 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "56 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv3]/conv2d_0";
-"56 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv3]/conv2d_0" -> "57 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn3]/batch_norm_0";
-"57 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn3]/batch_norm_0" -> "58 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"58 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "59 ResNeXt/Sequential[layer1]/Block[2]/__iadd___0";
+"56 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv3]/conv2d_0" -> "57 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"57 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "58 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"58 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "59 ResNeXt/Sequential[layer1]/Block[2]/__iadd___0";
 "59 ResNeXt/Sequential[layer1]/Block[2]/__iadd___0" -> "60 ResNeXt/Sequential[layer1]/Block[2]/relu_2";
 "60 ResNeXt/Sequential[layer1]/Block[2]/relu_2" -> "61 ResNeXt/Sequential[layer1]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "61 ResNeXt/Sequential[layer1]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "63 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv1]/conv2d_0";
 "61 ResNeXt/Sequential[layer1]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "77 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "62 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "63 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv1]/conv2d_0";
-"63 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv1]/conv2d_0" -> "64 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn1]/batch_norm_0";
-"64 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn1]/batch_norm_0" -> "65 ResNeXt/Sequential[layer2]/Block[0]/relu_0";
+"63 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv1]/conv2d_0" -> "64 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"64 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "65 ResNeXt/Sequential[layer2]/Block[0]/relu_0";
 "65 ResNeXt/Sequential[layer2]/Block[0]/relu_0" -> "66 ResNeXt/Sequential[layer2]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "66 ResNeXt/Sequential[layer2]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "68 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv2]/conv2d_0";
 "67 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "68 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv2]/conv2d_0";
-"68 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv2]/conv2d_0" -> "69 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn2]/batch_norm_0";
-"69 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn2]/batch_norm_0" -> "70 ResNeXt/Sequential[layer2]/Block[0]/relu_1";
+"68 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv2]/conv2d_0" -> "69 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"69 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "70 ResNeXt/Sequential[layer2]/Block[0]/relu_1";
 "70 ResNeXt/Sequential[layer2]/Block[0]/relu_1" -> "71 ResNeXt/Sequential[layer2]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "71 ResNeXt/Sequential[layer2]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "73 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv3]/conv2d_0";
 "72 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "73 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv3]/conv2d_0";
-"73 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv3]/conv2d_0" -> "74 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn3]/batch_norm_0";
-"74 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn3]/batch_norm_0" -> "75 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"75 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "80 ResNeXt/Sequential[layer2]/Block[0]/__iadd___0";
+"73 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv3]/conv2d_0" -> "74 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"74 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "75 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"75 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "80 ResNeXt/Sequential[layer2]/Block[0]/__iadd___0";
 "76 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "77 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"77 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "78 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"78 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "79 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"79 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "80 ResNeXt/Sequential[layer2]/Block[0]/__iadd___0";
+"77 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "78 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"78 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "79 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"79 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "80 ResNeXt/Sequential[layer2]/Block[0]/__iadd___0";
 "80 ResNeXt/Sequential[layer2]/Block[0]/__iadd___0" -> "81 ResNeXt/Sequential[layer2]/Block[0]/relu_2";
 "81 ResNeXt/Sequential[layer2]/Block[0]/relu_2" -> "82 ResNeXt/Sequential[layer2]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "82 ResNeXt/Sequential[layer2]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "84 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv1]/conv2d_0";
 "82 ResNeXt/Sequential[layer2]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "97 ResNeXt/Sequential[layer2]/Block[1]/__iadd___0";
 "83 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "84 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv1]/conv2d_0";
-"84 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv1]/conv2d_0" -> "85 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn1]/batch_norm_0";
-"85 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn1]/batch_norm_0" -> "86 ResNeXt/Sequential[layer2]/Block[1]/relu_0";
+"84 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv1]/conv2d_0" -> "85 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"85 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "86 ResNeXt/Sequential[layer2]/Block[1]/relu_0";
 "86 ResNeXt/Sequential[layer2]/Block[1]/relu_0" -> "87 ResNeXt/Sequential[layer2]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "87 ResNeXt/Sequential[layer2]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "89 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv2]/conv2d_0";
 "88 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "89 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv2]/conv2d_0";
-"89 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv2]/conv2d_0" -> "90 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn2]/batch_norm_0";
-"90 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn2]/batch_norm_0" -> "91 ResNeXt/Sequential[layer2]/Block[1]/relu_1";
+"89 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv2]/conv2d_0" -> "90 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"90 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "91 ResNeXt/Sequential[layer2]/Block[1]/relu_1";
 "91 ResNeXt/Sequential[layer2]/Block[1]/relu_1" -> "92 ResNeXt/Sequential[layer2]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "92 ResNeXt/Sequential[layer2]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "94 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv3]/conv2d_0";
 "93 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "94 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv3]/conv2d_0";
-"94 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv3]/conv2d_0" -> "95 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn3]/batch_norm_0";
-"95 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn3]/batch_norm_0" -> "96 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"96 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "97 ResNeXt/Sequential[layer2]/Block[1]/__iadd___0";
+"94 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv3]/conv2d_0" -> "95 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"95 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "96 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"96 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "97 ResNeXt/Sequential[layer2]/Block[1]/__iadd___0";
 "97 ResNeXt/Sequential[layer2]/Block[1]/__iadd___0" -> "98 ResNeXt/Sequential[layer2]/Block[1]/relu_2";
 "98 ResNeXt/Sequential[layer2]/Block[1]/relu_2" -> "99 ResNeXt/Sequential[layer2]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "99 ResNeXt/Sequential[layer2]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "101 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv1]/conv2d_0";
 "99 ResNeXt/Sequential[layer2]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "114 ResNeXt/Sequential[layer2]/Block[2]/__iadd___0";
 "100 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "101 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv1]/conv2d_0";
-"101 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv1]/conv2d_0" -> "102 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn1]/batch_norm_0";
-"102 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn1]/batch_norm_0" -> "103 ResNeXt/Sequential[layer2]/Block[2]/relu_0";
+"101 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv1]/conv2d_0" -> "102 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"102 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "103 ResNeXt/Sequential[layer2]/Block[2]/relu_0";
 "103 ResNeXt/Sequential[layer2]/Block[2]/relu_0" -> "104 ResNeXt/Sequential[layer2]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "104 ResNeXt/Sequential[layer2]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "106 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv2]/conv2d_0";
 "105 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "106 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv2]/conv2d_0";
-"106 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv2]/conv2d_0" -> "107 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn2]/batch_norm_0";
-"107 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn2]/batch_norm_0" -> "108 ResNeXt/Sequential[layer2]/Block[2]/relu_1";
+"106 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv2]/conv2d_0" -> "107 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"107 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "108 ResNeXt/Sequential[layer2]/Block[2]/relu_1";
 "108 ResNeXt/Sequential[layer2]/Block[2]/relu_1" -> "109 ResNeXt/Sequential[layer2]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "109 ResNeXt/Sequential[layer2]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "111 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv3]/conv2d_0";
 "110 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "111 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv3]/conv2d_0";
-"111 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv3]/conv2d_0" -> "112 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn3]/batch_norm_0";
-"112 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn3]/batch_norm_0" -> "113 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"113 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "114 ResNeXt/Sequential[layer2]/Block[2]/__iadd___0";
+"111 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv3]/conv2d_0" -> "112 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"112 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "113 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"113 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "114 ResNeXt/Sequential[layer2]/Block[2]/__iadd___0";
 "114 ResNeXt/Sequential[layer2]/Block[2]/__iadd___0" -> "115 ResNeXt/Sequential[layer2]/Block[2]/relu_2";
 "115 ResNeXt/Sequential[layer2]/Block[2]/relu_2" -> "116 ResNeXt/Sequential[layer2]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "116 ResNeXt/Sequential[layer2]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "118 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv1]/conv2d_0";
 "116 ResNeXt/Sequential[layer2]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "132 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "117 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "118 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv1]/conv2d_0";
-"118 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv1]/conv2d_0" -> "119 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn1]/batch_norm_0";
-"119 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn1]/batch_norm_0" -> "120 ResNeXt/Sequential[layer3]/Block[0]/relu_0";
+"118 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv1]/conv2d_0" -> "119 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"119 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "120 ResNeXt/Sequential[layer3]/Block[0]/relu_0";
 "120 ResNeXt/Sequential[layer3]/Block[0]/relu_0" -> "121 ResNeXt/Sequential[layer3]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "121 ResNeXt/Sequential[layer3]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "123 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv2]/conv2d_0";
 "122 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "123 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv2]/conv2d_0";
-"123 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv2]/conv2d_0" -> "124 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn2]/batch_norm_0";
-"124 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn2]/batch_norm_0" -> "125 ResNeXt/Sequential[layer3]/Block[0]/relu_1";
+"123 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv2]/conv2d_0" -> "124 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"124 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "125 ResNeXt/Sequential[layer3]/Block[0]/relu_1";
 "125 ResNeXt/Sequential[layer3]/Block[0]/relu_1" -> "126 ResNeXt/Sequential[layer3]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "126 ResNeXt/Sequential[layer3]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "128 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv3]/conv2d_0";
 "127 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "128 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv3]/conv2d_0";
-"128 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv3]/conv2d_0" -> "129 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn3]/batch_norm_0";
-"129 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn3]/batch_norm_0" -> "130 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"130 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "135 ResNeXt/Sequential[layer3]/Block[0]/__iadd___0";
+"128 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv3]/conv2d_0" -> "129 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"129 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "130 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"130 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "135 ResNeXt/Sequential[layer3]/Block[0]/__iadd___0";
 "131 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "132 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"132 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "133 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"133 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "134 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"134 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "135 ResNeXt/Sequential[layer3]/Block[0]/__iadd___0";
+"132 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "133 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"133 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "134 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"134 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "135 ResNeXt/Sequential[layer3]/Block[0]/__iadd___0";
 "135 ResNeXt/Sequential[layer3]/Block[0]/__iadd___0" -> "136 ResNeXt/Sequential[layer3]/Block[0]/relu_2";
 "136 ResNeXt/Sequential[layer3]/Block[0]/relu_2" -> "137 ResNeXt/Sequential[layer3]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "137 ResNeXt/Sequential[layer3]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "139 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv1]/conv2d_0";
 "137 ResNeXt/Sequential[layer3]/Block[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "152 ResNeXt/Sequential[layer3]/Block[1]/__iadd___0";
 "138 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "139 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv1]/conv2d_0";
-"139 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv1]/conv2d_0" -> "140 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn1]/batch_norm_0";
-"140 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn1]/batch_norm_0" -> "141 ResNeXt/Sequential[layer3]/Block[1]/relu_0";
+"139 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv1]/conv2d_0" -> "140 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"140 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "141 ResNeXt/Sequential[layer3]/Block[1]/relu_0";
 "141 ResNeXt/Sequential[layer3]/Block[1]/relu_0" -> "142 ResNeXt/Sequential[layer3]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "142 ResNeXt/Sequential[layer3]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "144 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv2]/conv2d_0";
 "143 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "144 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv2]/conv2d_0";
-"144 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv2]/conv2d_0" -> "145 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn2]/batch_norm_0";
-"145 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn2]/batch_norm_0" -> "146 ResNeXt/Sequential[layer3]/Block[1]/relu_1";
+"144 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv2]/conv2d_0" -> "145 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"145 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "146 ResNeXt/Sequential[layer3]/Block[1]/relu_1";
 "146 ResNeXt/Sequential[layer3]/Block[1]/relu_1" -> "147 ResNeXt/Sequential[layer3]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "147 ResNeXt/Sequential[layer3]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "149 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv3]/conv2d_0";
 "148 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "149 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv3]/conv2d_0";
-"149 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv3]/conv2d_0" -> "150 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn3]/batch_norm_0";
-"150 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn3]/batch_norm_0" -> "151 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"151 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "152 ResNeXt/Sequential[layer3]/Block[1]/__iadd___0";
+"149 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv3]/conv2d_0" -> "150 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"150 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "151 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"151 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "152 ResNeXt/Sequential[layer3]/Block[1]/__iadd___0";
 "152 ResNeXt/Sequential[layer3]/Block[1]/__iadd___0" -> "153 ResNeXt/Sequential[layer3]/Block[1]/relu_2";
 "153 ResNeXt/Sequential[layer3]/Block[1]/relu_2" -> "154 ResNeXt/Sequential[layer3]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "154 ResNeXt/Sequential[layer3]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "156 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv1]/conv2d_0";
 "154 ResNeXt/Sequential[layer3]/Block[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "169 ResNeXt/Sequential[layer3]/Block[2]/__iadd___0";
 "155 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "156 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv1]/conv2d_0";
-"156 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv1]/conv2d_0" -> "157 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn1]/batch_norm_0";
-"157 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn1]/batch_norm_0" -> "158 ResNeXt/Sequential[layer3]/Block[2]/relu_0";
+"156 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv1]/conv2d_0" -> "157 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"157 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "158 ResNeXt/Sequential[layer3]/Block[2]/relu_0";
 "158 ResNeXt/Sequential[layer3]/Block[2]/relu_0" -> "159 ResNeXt/Sequential[layer3]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "159 ResNeXt/Sequential[layer3]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "161 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv2]/conv2d_0";
 "160 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "161 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv2]/conv2d_0";
-"161 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv2]/conv2d_0" -> "162 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn2]/batch_norm_0";
-"162 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn2]/batch_norm_0" -> "163 ResNeXt/Sequential[layer3]/Block[2]/relu_1";
+"161 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv2]/conv2d_0" -> "162 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"162 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "163 ResNeXt/Sequential[layer3]/Block[2]/relu_1";
 "163 ResNeXt/Sequential[layer3]/Block[2]/relu_1" -> "164 ResNeXt/Sequential[layer3]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "164 ResNeXt/Sequential[layer3]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "166 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv3]/conv2d_0";
 "165 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "166 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv3]/conv2d_0";
-"166 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv3]/conv2d_0" -> "167 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn3]/batch_norm_0";
-"167 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn3]/batch_norm_0" -> "168 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"168 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "169 ResNeXt/Sequential[layer3]/Block[2]/__iadd___0";
+"166 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv3]/conv2d_0" -> "167 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"167 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "168 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"168 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "169 ResNeXt/Sequential[layer3]/Block[2]/__iadd___0";
 "169 ResNeXt/Sequential[layer3]/Block[2]/__iadd___0" -> "170 ResNeXt/Sequential[layer3]/Block[2]/relu_2";
 "170 ResNeXt/Sequential[layer3]/Block[2]/relu_2" -> "171 ResNeXt/Sequential[layer3]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "171 ResNeXt/Sequential[layer3]/Block[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "172 ResNeXt/avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/senet18.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/senet18.dot
index 4090abc25f2..1e2ce30e493 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/senet18.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/senet18.dot
@@ -3,15 +3,15 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 SENet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 SENet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 SENet/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 SENet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 SENet/relu_0" [id=5, type=relu];
 "6 SENet/AsymmetricQuantizer/asymmetric_quantize_0" [id=6, type=asymmetric_quantize];
-"7 SENet/Sequential[layer1]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=7, type=batch_norm];
+"7 SENet/Sequential[layer1]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=7, type=batch_norm];
 "8 SENet/Sequential[layer1]/PreActBlock[0]/relu_0" [id=8, type=relu];
 "9 SENet/Sequential[layer1]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=9, type=asymmetric_quantize];
 "10 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=10, type=asymmetric_quantize];
 "11 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=11, type=conv2d];
-"12 SENet/Sequential[layer1]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=12, type=batch_norm];
+"12 SENet/Sequential[layer1]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=12, type=batch_norm];
 "13 SENet/Sequential[layer1]/PreActBlock[0]/relu_1" [id=13, type=relu];
 "14 SENet/Sequential[layer1]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=14, type=asymmetric_quantize];
 "15 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=15, type=asymmetric_quantize];
@@ -31,12 +31,12 @@ strict digraph  {
 "29 SENet/Sequential[layer1]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_5" [id=29, type=asymmetric_quantize];
 "30 SENet/Sequential[layer1]/PreActBlock[0]/__iadd___0" [id=30, type=__iadd__];
 "31 SENet/Sequential[layer1]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6" [id=31, type=asymmetric_quantize];
-"32 SENet/Sequential[layer1]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=32, type=batch_norm];
+"32 SENet/Sequential[layer1]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=32, type=batch_norm];
 "33 SENet/Sequential[layer1]/PreActBlock[1]/relu_0" [id=33, type=relu];
 "34 SENet/Sequential[layer1]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=34, type=asymmetric_quantize];
 "35 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=35, type=asymmetric_quantize];
 "36 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=36, type=conv2d];
-"37 SENet/Sequential[layer1]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=37, type=batch_norm];
+"37 SENet/Sequential[layer1]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=37, type=batch_norm];
 "38 SENet/Sequential[layer1]/PreActBlock[1]/relu_1" [id=38, type=relu];
 "39 SENet/Sequential[layer1]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=39, type=asymmetric_quantize];
 "40 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=40, type=asymmetric_quantize];
@@ -55,7 +55,7 @@ strict digraph  {
 "53 SENet/Sequential[layer1]/PreActBlock[1]/__mul___0" [id=53, type=__mul__];
 "54 SENet/Sequential[layer1]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_5" [id=54, type=asymmetric_quantize];
 "55 SENet/Sequential[layer1]/PreActBlock[1]/__iadd___0" [id=55, type=__iadd__];
-"56 SENet/Sequential[layer2]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=56, type=batch_norm];
+"56 SENet/Sequential[layer2]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=56, type=batch_norm];
 "57 SENet/Sequential[layer2]/PreActBlock[0]/relu_0" [id=57, type=relu];
 "58 SENet/Sequential[layer2]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=58, type=asymmetric_quantize];
 "59 SENet/Sequential[layer2]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=59, type=asymmetric_quantize];
@@ -63,7 +63,7 @@ strict digraph  {
 "61 SENet/Sequential[layer2]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=61, type=asymmetric_quantize];
 "62 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=62, type=asymmetric_quantize];
 "63 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=63, type=conv2d];
-"64 SENet/Sequential[layer2]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=64, type=batch_norm];
+"64 SENet/Sequential[layer2]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=64, type=batch_norm];
 "65 SENet/Sequential[layer2]/PreActBlock[0]/relu_1" [id=65, type=relu];
 "66 SENet/Sequential[layer2]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=66, type=asymmetric_quantize];
 "67 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=67, type=asymmetric_quantize];
@@ -83,12 +83,12 @@ strict digraph  {
 "81 SENet/Sequential[layer2]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_5" [id=81, type=asymmetric_quantize];
 "82 SENet/Sequential[layer2]/PreActBlock[0]/__iadd___0" [id=82, type=__iadd__];
 "83 SENet/Sequential[layer2]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6" [id=83, type=asymmetric_quantize];
-"84 SENet/Sequential[layer2]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=84, type=batch_norm];
+"84 SENet/Sequential[layer2]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=84, type=batch_norm];
 "85 SENet/Sequential[layer2]/PreActBlock[1]/relu_0" [id=85, type=relu];
 "86 SENet/Sequential[layer2]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=86, type=asymmetric_quantize];
 "87 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=87, type=asymmetric_quantize];
 "88 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=88, type=conv2d];
-"89 SENet/Sequential[layer2]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=89, type=batch_norm];
+"89 SENet/Sequential[layer2]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=89, type=batch_norm];
 "90 SENet/Sequential[layer2]/PreActBlock[1]/relu_1" [id=90, type=relu];
 "91 SENet/Sequential[layer2]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=91, type=asymmetric_quantize];
 "92 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=92, type=asymmetric_quantize];
@@ -107,7 +107,7 @@ strict digraph  {
 "105 SENet/Sequential[layer2]/PreActBlock[1]/__mul___0" [id=105, type=__mul__];
 "106 SENet/Sequential[layer2]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_5" [id=106, type=asymmetric_quantize];
 "107 SENet/Sequential[layer2]/PreActBlock[1]/__iadd___0" [id=107, type=__iadd__];
-"108 SENet/Sequential[layer3]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=108, type=batch_norm];
+"108 SENet/Sequential[layer3]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=108, type=batch_norm];
 "109 SENet/Sequential[layer3]/PreActBlock[0]/relu_0" [id=109, type=relu];
 "110 SENet/Sequential[layer3]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=110, type=asymmetric_quantize];
 "111 SENet/Sequential[layer3]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=111, type=asymmetric_quantize];
@@ -115,7 +115,7 @@ strict digraph  {
 "113 SENet/Sequential[layer3]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=113, type=asymmetric_quantize];
 "114 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=114, type=asymmetric_quantize];
 "115 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=115, type=conv2d];
-"116 SENet/Sequential[layer3]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=116, type=batch_norm];
+"116 SENet/Sequential[layer3]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=116, type=batch_norm];
 "117 SENet/Sequential[layer3]/PreActBlock[0]/relu_1" [id=117, type=relu];
 "118 SENet/Sequential[layer3]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=118, type=asymmetric_quantize];
 "119 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=119, type=asymmetric_quantize];
@@ -135,12 +135,12 @@ strict digraph  {
 "133 SENet/Sequential[layer3]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_5" [id=133, type=asymmetric_quantize];
 "134 SENet/Sequential[layer3]/PreActBlock[0]/__iadd___0" [id=134, type=__iadd__];
 "135 SENet/Sequential[layer3]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6" [id=135, type=asymmetric_quantize];
-"136 SENet/Sequential[layer3]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=136, type=batch_norm];
+"136 SENet/Sequential[layer3]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=136, type=batch_norm];
 "137 SENet/Sequential[layer3]/PreActBlock[1]/relu_0" [id=137, type=relu];
 "138 SENet/Sequential[layer3]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=138, type=asymmetric_quantize];
 "139 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=139, type=asymmetric_quantize];
 "140 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=140, type=conv2d];
-"141 SENet/Sequential[layer3]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=141, type=batch_norm];
+"141 SENet/Sequential[layer3]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=141, type=batch_norm];
 "142 SENet/Sequential[layer3]/PreActBlock[1]/relu_1" [id=142, type=relu];
 "143 SENet/Sequential[layer3]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=143, type=asymmetric_quantize];
 "144 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=144, type=asymmetric_quantize];
@@ -159,7 +159,7 @@ strict digraph  {
 "157 SENet/Sequential[layer3]/PreActBlock[1]/__mul___0" [id=157, type=__mul__];
 "158 SENet/Sequential[layer3]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_5" [id=158, type=asymmetric_quantize];
 "159 SENet/Sequential[layer3]/PreActBlock[1]/__iadd___0" [id=159, type=__iadd__];
-"160 SENet/Sequential[layer4]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=160, type=batch_norm];
+"160 SENet/Sequential[layer4]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=160, type=batch_norm];
 "161 SENet/Sequential[layer4]/PreActBlock[0]/relu_0" [id=161, type=relu];
 "162 SENet/Sequential[layer4]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=162, type=asymmetric_quantize];
 "163 SENet/Sequential[layer4]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=163, type=asymmetric_quantize];
@@ -167,7 +167,7 @@ strict digraph  {
 "165 SENet/Sequential[layer4]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=165, type=asymmetric_quantize];
 "166 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=166, type=asymmetric_quantize];
 "167 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=167, type=conv2d];
-"168 SENet/Sequential[layer4]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=168, type=batch_norm];
+"168 SENet/Sequential[layer4]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=168, type=batch_norm];
 "169 SENet/Sequential[layer4]/PreActBlock[0]/relu_1" [id=169, type=relu];
 "170 SENet/Sequential[layer4]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=170, type=asymmetric_quantize];
 "171 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=171, type=asymmetric_quantize];
@@ -187,12 +187,12 @@ strict digraph  {
 "185 SENet/Sequential[layer4]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_5" [id=185, type=asymmetric_quantize];
 "186 SENet/Sequential[layer4]/PreActBlock[0]/__iadd___0" [id=186, type=__iadd__];
 "187 SENet/Sequential[layer4]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6" [id=187, type=asymmetric_quantize];
-"188 SENet/Sequential[layer4]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=188, type=batch_norm];
+"188 SENet/Sequential[layer4]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=188, type=batch_norm];
 "189 SENet/Sequential[layer4]/PreActBlock[1]/relu_0" [id=189, type=relu];
 "190 SENet/Sequential[layer4]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=190, type=asymmetric_quantize];
 "191 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=191, type=asymmetric_quantize];
 "192 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=192, type=conv2d];
-"193 SENet/Sequential[layer4]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=193, type=batch_norm];
+"193 SENet/Sequential[layer4]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=193, type=batch_norm];
 "194 SENet/Sequential[layer4]/PreActBlock[1]/relu_1" [id=194, type=relu];
 "195 SENet/Sequential[layer4]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=195, type=asymmetric_quantize];
 "196 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=196, type=asymmetric_quantize];
@@ -221,17 +221,17 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 SENet/NNCFConv2d[conv1]/conv2d_0";
 "2 SENet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 SENet/NNCFConv2d[conv1]/conv2d_0";
-"3 SENet/NNCFConv2d[conv1]/conv2d_0" -> "4 SENet/BatchNorm2d[bn1]/batch_norm_0";
-"4 SENet/BatchNorm2d[bn1]/batch_norm_0" -> "5 SENet/relu_0";
+"3 SENet/NNCFConv2d[conv1]/conv2d_0" -> "4 SENet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 SENet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 SENet/relu_0";
 "5 SENet/relu_0" -> "6 SENet/AsymmetricQuantizer/asymmetric_quantize_0";
-"6 SENet/AsymmetricQuantizer/asymmetric_quantize_0" -> "7 SENet/Sequential[layer1]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"7 SENet/Sequential[layer1]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "8 SENet/Sequential[layer1]/PreActBlock[0]/relu_0";
+"6 SENet/AsymmetricQuantizer/asymmetric_quantize_0" -> "7 SENet/Sequential[layer1]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"7 SENet/Sequential[layer1]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "8 SENet/Sequential[layer1]/PreActBlock[0]/relu_0";
 "8 SENet/Sequential[layer1]/PreActBlock[0]/relu_0" -> "9 SENet/Sequential[layer1]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 SENet/AsymmetricQuantizer/asymmetric_quantize_0" -> "30 SENet/Sequential[layer1]/PreActBlock[0]/__iadd___0";
 "9 SENet/Sequential[layer1]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "11 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "10 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "11 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"11 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "12 SENet/Sequential[layer1]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"12 SENet/Sequential[layer1]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "13 SENet/Sequential[layer1]/PreActBlock[0]/relu_1";
+"11 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "12 SENet/Sequential[layer1]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"12 SENet/Sequential[layer1]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "13 SENet/Sequential[layer1]/PreActBlock[0]/relu_1";
 "13 SENet/Sequential[layer1]/PreActBlock[0]/relu_1" -> "14 SENet/Sequential[layer1]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "14 SENet/Sequential[layer1]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "16 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "15 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "16 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
@@ -251,14 +251,14 @@ strict digraph  {
 "28 SENet/Sequential[layer1]/PreActBlock[0]/__mul___0" -> "29 SENet/Sequential[layer1]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_5";
 "29 SENet/Sequential[layer1]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_5" -> "30 SENet/Sequential[layer1]/PreActBlock[0]/__iadd___0";
 "30 SENet/Sequential[layer1]/PreActBlock[0]/__iadd___0" -> "31 SENet/Sequential[layer1]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6";
-"31 SENet/Sequential[layer1]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6" -> "32 SENet/Sequential[layer1]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
+"31 SENet/Sequential[layer1]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6" -> "32 SENet/Sequential[layer1]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "31 SENet/Sequential[layer1]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6" -> "55 SENet/Sequential[layer1]/PreActBlock[1]/__iadd___0";
-"32 SENet/Sequential[layer1]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "33 SENet/Sequential[layer1]/PreActBlock[1]/relu_0";
+"32 SENet/Sequential[layer1]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "33 SENet/Sequential[layer1]/PreActBlock[1]/relu_0";
 "33 SENet/Sequential[layer1]/PreActBlock[1]/relu_0" -> "34 SENet/Sequential[layer1]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "34 SENet/Sequential[layer1]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "36 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "35 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "36 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"36 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "37 SENet/Sequential[layer1]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"37 SENet/Sequential[layer1]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "38 SENet/Sequential[layer1]/PreActBlock[1]/relu_1";
+"36 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "37 SENet/Sequential[layer1]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"37 SENet/Sequential[layer1]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "38 SENet/Sequential[layer1]/PreActBlock[1]/relu_1";
 "38 SENet/Sequential[layer1]/PreActBlock[1]/relu_1" -> "39 SENet/Sequential[layer1]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "39 SENet/Sequential[layer1]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "41 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "40 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "41 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
@@ -277,8 +277,8 @@ strict digraph  {
 "52 SENet/Sequential[layer1]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_4" -> "53 SENet/Sequential[layer1]/PreActBlock[1]/__mul___0";
 "53 SENet/Sequential[layer1]/PreActBlock[1]/__mul___0" -> "54 SENet/Sequential[layer1]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_5";
 "54 SENet/Sequential[layer1]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_5" -> "55 SENet/Sequential[layer1]/PreActBlock[1]/__iadd___0";
-"55 SENet/Sequential[layer1]/PreActBlock[1]/__iadd___0" -> "56 SENet/Sequential[layer2]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"56 SENet/Sequential[layer2]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "57 SENet/Sequential[layer2]/PreActBlock[0]/relu_0";
+"55 SENet/Sequential[layer1]/PreActBlock[1]/__iadd___0" -> "56 SENet/Sequential[layer2]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"56 SENet/Sequential[layer2]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "57 SENet/Sequential[layer2]/PreActBlock[0]/relu_0";
 "57 SENet/Sequential[layer2]/PreActBlock[0]/relu_0" -> "58 SENet/Sequential[layer2]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "58 SENet/Sequential[layer2]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "60 SENet/Sequential[layer2]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "58 SENet/Sequential[layer2]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "63 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -286,8 +286,8 @@ strict digraph  {
 "60 SENet/Sequential[layer2]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "61 SENet/Sequential[layer2]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "61 SENet/Sequential[layer2]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "82 SENet/Sequential[layer2]/PreActBlock[0]/__iadd___0";
 "62 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "63 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"63 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "64 SENet/Sequential[layer2]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"64 SENet/Sequential[layer2]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "65 SENet/Sequential[layer2]/PreActBlock[0]/relu_1";
+"63 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "64 SENet/Sequential[layer2]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"64 SENet/Sequential[layer2]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "65 SENet/Sequential[layer2]/PreActBlock[0]/relu_1";
 "65 SENet/Sequential[layer2]/PreActBlock[0]/relu_1" -> "66 SENet/Sequential[layer2]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "66 SENet/Sequential[layer2]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "68 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "67 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "68 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
@@ -307,13 +307,13 @@ strict digraph  {
 "80 SENet/Sequential[layer2]/PreActBlock[0]/__mul___0" -> "81 SENet/Sequential[layer2]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_5";
 "81 SENet/Sequential[layer2]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_5" -> "82 SENet/Sequential[layer2]/PreActBlock[0]/__iadd___0";
 "82 SENet/Sequential[layer2]/PreActBlock[0]/__iadd___0" -> "83 SENet/Sequential[layer2]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6";
-"83 SENet/Sequential[layer2]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6" -> "84 SENet/Sequential[layer2]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"84 SENet/Sequential[layer2]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "85 SENet/Sequential[layer2]/PreActBlock[1]/relu_0";
+"83 SENet/Sequential[layer2]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6" -> "84 SENet/Sequential[layer2]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"84 SENet/Sequential[layer2]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "85 SENet/Sequential[layer2]/PreActBlock[1]/relu_0";
 "85 SENet/Sequential[layer2]/PreActBlock[1]/relu_0" -> "86 SENet/Sequential[layer2]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "86 SENet/Sequential[layer2]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "88 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "87 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "88 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"88 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "89 SENet/Sequential[layer2]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"89 SENet/Sequential[layer2]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "90 SENet/Sequential[layer2]/PreActBlock[1]/relu_1";
+"88 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "89 SENet/Sequential[layer2]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"89 SENet/Sequential[layer2]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "90 SENet/Sequential[layer2]/PreActBlock[1]/relu_1";
 "90 SENet/Sequential[layer2]/PreActBlock[1]/relu_1" -> "91 SENet/Sequential[layer2]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "91 SENet/Sequential[layer2]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "93 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "92 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "93 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
@@ -333,8 +333,8 @@ strict digraph  {
 "104 SENet/Sequential[layer2]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_4" -> "105 SENet/Sequential[layer2]/PreActBlock[1]/__mul___0";
 "105 SENet/Sequential[layer2]/PreActBlock[1]/__mul___0" -> "106 SENet/Sequential[layer2]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_5";
 "106 SENet/Sequential[layer2]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_5" -> "107 SENet/Sequential[layer2]/PreActBlock[1]/__iadd___0";
-"107 SENet/Sequential[layer2]/PreActBlock[1]/__iadd___0" -> "108 SENet/Sequential[layer3]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"108 SENet/Sequential[layer3]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "109 SENet/Sequential[layer3]/PreActBlock[0]/relu_0";
+"107 SENet/Sequential[layer2]/PreActBlock[1]/__iadd___0" -> "108 SENet/Sequential[layer3]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"108 SENet/Sequential[layer3]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "109 SENet/Sequential[layer3]/PreActBlock[0]/relu_0";
 "109 SENet/Sequential[layer3]/PreActBlock[0]/relu_0" -> "110 SENet/Sequential[layer3]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "110 SENet/Sequential[layer3]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "112 SENet/Sequential[layer3]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "110 SENet/Sequential[layer3]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "115 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -342,8 +342,8 @@ strict digraph  {
 "112 SENet/Sequential[layer3]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "113 SENet/Sequential[layer3]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "113 SENet/Sequential[layer3]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "134 SENet/Sequential[layer3]/PreActBlock[0]/__iadd___0";
 "114 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "115 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"115 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "116 SENet/Sequential[layer3]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"116 SENet/Sequential[layer3]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "117 SENet/Sequential[layer3]/PreActBlock[0]/relu_1";
+"115 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "116 SENet/Sequential[layer3]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"116 SENet/Sequential[layer3]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "117 SENet/Sequential[layer3]/PreActBlock[0]/relu_1";
 "117 SENet/Sequential[layer3]/PreActBlock[0]/relu_1" -> "118 SENet/Sequential[layer3]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "118 SENet/Sequential[layer3]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "120 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "119 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "120 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
@@ -363,14 +363,14 @@ strict digraph  {
 "132 SENet/Sequential[layer3]/PreActBlock[0]/__mul___0" -> "133 SENet/Sequential[layer3]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_5";
 "133 SENet/Sequential[layer3]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_5" -> "134 SENet/Sequential[layer3]/PreActBlock[0]/__iadd___0";
 "134 SENet/Sequential[layer3]/PreActBlock[0]/__iadd___0" -> "135 SENet/Sequential[layer3]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6";
-"135 SENet/Sequential[layer3]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6" -> "136 SENet/Sequential[layer3]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
+"135 SENet/Sequential[layer3]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6" -> "136 SENet/Sequential[layer3]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "135 SENet/Sequential[layer3]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6" -> "159 SENet/Sequential[layer3]/PreActBlock[1]/__iadd___0";
-"136 SENet/Sequential[layer3]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "137 SENet/Sequential[layer3]/PreActBlock[1]/relu_0";
+"136 SENet/Sequential[layer3]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "137 SENet/Sequential[layer3]/PreActBlock[1]/relu_0";
 "137 SENet/Sequential[layer3]/PreActBlock[1]/relu_0" -> "138 SENet/Sequential[layer3]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "138 SENet/Sequential[layer3]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "140 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "139 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "140 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"140 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "141 SENet/Sequential[layer3]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"141 SENet/Sequential[layer3]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "142 SENet/Sequential[layer3]/PreActBlock[1]/relu_1";
+"140 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "141 SENet/Sequential[layer3]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"141 SENet/Sequential[layer3]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "142 SENet/Sequential[layer3]/PreActBlock[1]/relu_1";
 "142 SENet/Sequential[layer3]/PreActBlock[1]/relu_1" -> "143 SENet/Sequential[layer3]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "143 SENet/Sequential[layer3]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "145 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "144 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "145 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
@@ -389,8 +389,8 @@ strict digraph  {
 "156 SENet/Sequential[layer3]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_4" -> "157 SENet/Sequential[layer3]/PreActBlock[1]/__mul___0";
 "157 SENet/Sequential[layer3]/PreActBlock[1]/__mul___0" -> "158 SENet/Sequential[layer3]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_5";
 "158 SENet/Sequential[layer3]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_5" -> "159 SENet/Sequential[layer3]/PreActBlock[1]/__iadd___0";
-"159 SENet/Sequential[layer3]/PreActBlock[1]/__iadd___0" -> "160 SENet/Sequential[layer4]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"160 SENet/Sequential[layer4]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "161 SENet/Sequential[layer4]/PreActBlock[0]/relu_0";
+"159 SENet/Sequential[layer3]/PreActBlock[1]/__iadd___0" -> "160 SENet/Sequential[layer4]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"160 SENet/Sequential[layer4]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "161 SENet/Sequential[layer4]/PreActBlock[0]/relu_0";
 "161 SENet/Sequential[layer4]/PreActBlock[0]/relu_0" -> "162 SENet/Sequential[layer4]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "162 SENet/Sequential[layer4]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "164 SENet/Sequential[layer4]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "162 SENet/Sequential[layer4]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "167 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -398,8 +398,8 @@ strict digraph  {
 "164 SENet/Sequential[layer4]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "165 SENet/Sequential[layer4]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "165 SENet/Sequential[layer4]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "186 SENet/Sequential[layer4]/PreActBlock[0]/__iadd___0";
 "166 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "167 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"167 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "168 SENet/Sequential[layer4]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"168 SENet/Sequential[layer4]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "169 SENet/Sequential[layer4]/PreActBlock[0]/relu_1";
+"167 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "168 SENet/Sequential[layer4]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"168 SENet/Sequential[layer4]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "169 SENet/Sequential[layer4]/PreActBlock[0]/relu_1";
 "169 SENet/Sequential[layer4]/PreActBlock[0]/relu_1" -> "170 SENet/Sequential[layer4]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "170 SENet/Sequential[layer4]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "172 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "171 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "172 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
@@ -419,14 +419,14 @@ strict digraph  {
 "184 SENet/Sequential[layer4]/PreActBlock[0]/__mul___0" -> "185 SENet/Sequential[layer4]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_5";
 "185 SENet/Sequential[layer4]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_5" -> "186 SENet/Sequential[layer4]/PreActBlock[0]/__iadd___0";
 "186 SENet/Sequential[layer4]/PreActBlock[0]/__iadd___0" -> "187 SENet/Sequential[layer4]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6";
-"187 SENet/Sequential[layer4]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6" -> "188 SENet/Sequential[layer4]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
+"187 SENet/Sequential[layer4]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6" -> "188 SENet/Sequential[layer4]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "187 SENet/Sequential[layer4]/PreActBlock[0]/AsymmetricQuantizer/asymmetric_quantize_6" -> "211 SENet/Sequential[layer4]/PreActBlock[1]/__iadd___0";
-"188 SENet/Sequential[layer4]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "189 SENet/Sequential[layer4]/PreActBlock[1]/relu_0";
+"188 SENet/Sequential[layer4]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "189 SENet/Sequential[layer4]/PreActBlock[1]/relu_0";
 "189 SENet/Sequential[layer4]/PreActBlock[1]/relu_0" -> "190 SENet/Sequential[layer4]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "190 SENet/Sequential[layer4]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "192 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "191 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "192 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"192 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "193 SENet/Sequential[layer4]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"193 SENet/Sequential[layer4]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "194 SENet/Sequential[layer4]/PreActBlock[1]/relu_1";
+"192 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "193 SENet/Sequential[layer4]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"193 SENet/Sequential[layer4]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "194 SENet/Sequential[layer4]/PreActBlock[1]/relu_1";
 "194 SENet/Sequential[layer4]/PreActBlock[1]/relu_1" -> "195 SENet/Sequential[layer4]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "195 SENet/Sequential[layer4]/PreActBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "197 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "196 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "197 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/shufflenetv2.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/shufflenetv2.dot
index 24b042f3d09..41c251fdc9f 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/shufflenetv2.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/shufflenetv2.dot
@@ -3,30 +3,30 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 ShuffleNetV2/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 ShuffleNetV2/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 ShuffleNetV2/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 ShuffleNetV2/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 ShuffleNetV2/relu_0" [id=5, type=relu];
 "6 ShuffleNetV2/AsymmetricQuantizer/asymmetric_quantize_0" [id=6, type=asymmetric_quantize];
 "7 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=7, type=asymmetric_quantize];
 "8 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=8, type=conv2d];
-"9 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=9, type=batch_norm];
-"10 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=10, type=asymmetric_quantize];
+"9 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=9, type=batch_norm];
+"10 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=10, type=asymmetric_quantize];
 "11 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=11, type=asymmetric_quantize];
 "12 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=12, type=conv2d];
-"13 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=13, type=batch_norm];
+"13 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=13, type=batch_norm];
 "14 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_0" [id=14, type=relu];
 "15 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=15, type=asymmetric_quantize];
 "16 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=16, type=asymmetric_quantize];
 "17 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" [id=17, type=conv2d];
-"18 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0" [id=18, type=batch_norm];
+"18 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=18, type=batch_norm];
 "19 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_1" [id=19, type=relu];
 "20 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=20, type=asymmetric_quantize];
 "21 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv4]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=21, type=asymmetric_quantize];
 "22 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" [id=22, type=conv2d];
-"23 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0" [id=23, type=batch_norm];
-"24 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn4]/AsymmetricQuantizer/asymmetric_quantize_0" [id=24, type=asymmetric_quantize];
+"23 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0" [id=23, type=batch_norm];
+"24 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn4]/AsymmetricQuantizer/asymmetric_quantize_0" [id=24, type=asymmetric_quantize];
 "25 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=25, type=asymmetric_quantize];
 "26 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" [id=26, type=conv2d];
-"27 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0" [id=27, type=batch_norm];
+"27 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0" [id=27, type=batch_norm];
 "28 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_2" [id=28, type=relu];
 "29 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_2" [id=29, type=asymmetric_quantize];
 "30 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/cat_0" [id=30, type=cat];
@@ -37,16 +37,16 @@ strict digraph  {
 "35 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/SplitBlock[split]/__getitem___1" [id=35, type=__getitem__];
 "36 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=36, type=asymmetric_quantize];
 "37 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=37, type=conv2d];
-"38 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=38, type=batch_norm];
+"38 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=38, type=batch_norm];
 "39 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_0" [id=39, type=relu];
 "40 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=40, type=asymmetric_quantize];
 "41 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=41, type=asymmetric_quantize];
 "42 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=42, type=conv2d];
-"43 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=43, type=batch_norm];
-"44 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
+"43 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=43, type=batch_norm];
+"44 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
 "45 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=45, type=asymmetric_quantize];
 "46 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" [id=46, type=conv2d];
-"47 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0" [id=47, type=batch_norm];
+"47 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=47, type=batch_norm];
 "48 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_1" [id=48, type=relu];
 "49 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=49, type=asymmetric_quantize];
 "50 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/cat_0" [id=50, type=cat];
@@ -57,16 +57,16 @@ strict digraph  {
 "55 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/SplitBlock[split]/__getitem___1" [id=55, type=__getitem__];
 "56 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=56, type=asymmetric_quantize];
 "57 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" [id=57, type=conv2d];
-"58 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0" [id=58, type=batch_norm];
+"58 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=58, type=batch_norm];
 "59 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_0" [id=59, type=relu];
 "60 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=60, type=asymmetric_quantize];
 "61 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=61, type=asymmetric_quantize];
 "62 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" [id=62, type=conv2d];
-"63 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0" [id=63, type=batch_norm];
-"64 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=64, type=asymmetric_quantize];
+"63 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=63, type=batch_norm];
+"64 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=64, type=asymmetric_quantize];
 "65 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=65, type=asymmetric_quantize];
 "66 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" [id=66, type=conv2d];
-"67 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0" [id=67, type=batch_norm];
+"67 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=67, type=batch_norm];
 "68 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_1" [id=68, type=relu];
 "69 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=69, type=asymmetric_quantize];
 "70 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/cat_0" [id=70, type=cat];
@@ -77,16 +77,16 @@ strict digraph  {
 "75 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/SplitBlock[split]/__getitem___1" [id=75, type=__getitem__];
 "76 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=76, type=asymmetric_quantize];
 "77 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" [id=77, type=conv2d];
-"78 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0" [id=78, type=batch_norm];
+"78 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=78, type=batch_norm];
 "79 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_0" [id=79, type=relu];
 "80 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=80, type=asymmetric_quantize];
 "81 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=81, type=asymmetric_quantize];
 "82 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" [id=82, type=conv2d];
-"83 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0" [id=83, type=batch_norm];
-"84 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=84, type=asymmetric_quantize];
+"83 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=83, type=batch_norm];
+"84 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=84, type=asymmetric_quantize];
 "85 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=85, type=asymmetric_quantize];
 "86 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" [id=86, type=conv2d];
-"87 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0" [id=87, type=batch_norm];
+"87 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0" [id=87, type=batch_norm];
 "88 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_1" [id=88, type=relu];
 "89 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_1" [id=89, type=asymmetric_quantize];
 "90 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/cat_0" [id=90, type=cat];
@@ -95,25 +95,25 @@ strict digraph  {
 "93 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/ShuffleBlock[shuffle]/reshape_0" [id=93, type=reshape];
 "94 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=94, type=asymmetric_quantize];
 "95 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=95, type=conv2d];
-"96 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=96, type=batch_norm];
-"97 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=97, type=asymmetric_quantize];
+"96 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=96, type=batch_norm];
+"97 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=97, type=asymmetric_quantize];
 "98 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=98, type=asymmetric_quantize];
 "99 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=99, type=conv2d];
-"100 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=100, type=batch_norm];
+"100 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=100, type=batch_norm];
 "101 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_0" [id=101, type=relu];
 "102 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=102, type=asymmetric_quantize];
 "103 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=103, type=asymmetric_quantize];
 "104 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" [id=104, type=conv2d];
-"105 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0" [id=105, type=batch_norm];
+"105 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=105, type=batch_norm];
 "106 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_1" [id=106, type=relu];
 "107 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=107, type=asymmetric_quantize];
 "108 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv4]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=108, type=asymmetric_quantize];
 "109 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" [id=109, type=conv2d];
-"110 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0" [id=110, type=batch_norm];
-"111 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn4]/AsymmetricQuantizer/asymmetric_quantize_0" [id=111, type=asymmetric_quantize];
+"110 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0" [id=110, type=batch_norm];
+"111 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn4]/AsymmetricQuantizer/asymmetric_quantize_0" [id=111, type=asymmetric_quantize];
 "112 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=112, type=asymmetric_quantize];
 "113 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" [id=113, type=conv2d];
-"114 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0" [id=114, type=batch_norm];
+"114 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0" [id=114, type=batch_norm];
 "115 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_2" [id=115, type=relu];
 "116 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_2" [id=116, type=asymmetric_quantize];
 "117 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/cat_0" [id=117, type=cat];
@@ -124,16 +124,16 @@ strict digraph  {
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 "275 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv4]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=275, type=asymmetric_quantize];
 "276 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" [id=276, type=conv2d];
-"277 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0" [id=277, type=batch_norm];
-"278 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn4]/AsymmetricQuantizer/asymmetric_quantize_0" [id=278, type=asymmetric_quantize];
+"277 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0" [id=277, type=batch_norm];
+"278 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn4]/AsymmetricQuantizer/asymmetric_quantize_0" [id=278, type=asymmetric_quantize];
 "279 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv5]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=279, type=asymmetric_quantize];
 "280 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" [id=280, type=conv2d];
-"281 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0" [id=281, type=batch_norm];
+"281 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0" [id=281, type=batch_norm];
 "282 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_2" [id=282, type=relu];
 "283 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_2" [id=283, type=asymmetric_quantize];
 "284 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/cat_0" [id=284, type=cat];
@@ -291,16 +291,16 @@ strict digraph  {
 "289 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/SplitBlock[split]/__getitem___1" [id=289, type=__getitem__];
 "290 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=290, type=asymmetric_quantize];
 "291 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=291, type=conv2d];
-"292 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=292, type=batch_norm];
+"292 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=292, type=batch_norm];
 "293 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_0" [id=293, type=relu];
 "294 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=294, type=asymmetric_quantize];
 "295 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=295, type=asymmetric_quantize];
 "296 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=296, type=conv2d];
-"297 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=297, type=batch_norm];
-"298 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=298, type=asymmetric_quantize];
+"297 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=297, type=batch_norm];
+"298 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=298, type=asymmetric_quantize];
 "299 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=299, type=asymmetric_quantize];
 "300 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" [id=300, type=conv2d];
-"301 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0" [id=301, type=batch_norm];
+"301 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=301, type=batch_norm];
 "302 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_1" [id=302, type=relu];
 "303 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=303, type=asymmetric_quantize];
 "304 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/cat_0" [id=304, type=cat];
@@ -311,16 +311,16 @@ strict digraph  {
 "309 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/SplitBlock[split]/__getitem___1" [id=309, type=__getitem__];
 "310 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=310, type=asymmetric_quantize];
 "311 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" [id=311, type=conv2d];
-"312 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0" [id=312, type=batch_norm];
+"312 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=312, type=batch_norm];
 "313 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_0" [id=313, type=relu];
 "314 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=314, type=asymmetric_quantize];
 "315 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=315, type=asymmetric_quantize];
 "316 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" [id=316, type=conv2d];
-"317 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0" [id=317, type=batch_norm];
-"318 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=318, type=asymmetric_quantize];
+"317 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=317, type=batch_norm];
+"318 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=318, type=asymmetric_quantize];
 "319 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=319, type=asymmetric_quantize];
 "320 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" [id=320, type=conv2d];
-"321 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0" [id=321, type=batch_norm];
+"321 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=321, type=batch_norm];
 "322 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_1" [id=322, type=relu];
 "323 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=323, type=asymmetric_quantize];
 "324 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/cat_0" [id=324, type=cat];
@@ -331,16 +331,16 @@ strict digraph  {
 "329 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/SplitBlock[split]/__getitem___1" [id=329, type=__getitem__];
 "330 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=330, type=asymmetric_quantize];
 "331 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" [id=331, type=conv2d];
-"332 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0" [id=332, type=batch_norm];
+"332 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=332, type=batch_norm];
 "333 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_0" [id=333, type=relu];
 "334 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=334, type=asymmetric_quantize];
 "335 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=335, type=asymmetric_quantize];
 "336 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" [id=336, type=conv2d];
-"337 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0" [id=337, type=batch_norm];
-"338 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=338, type=asymmetric_quantize];
+"337 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=337, type=batch_norm];
+"338 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=338, type=asymmetric_quantize];
 "339 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=339, type=asymmetric_quantize];
 "340 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" [id=340, type=conv2d];
-"341 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0" [id=341, type=batch_norm];
+"341 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0" [id=341, type=batch_norm];
 "342 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_1" [id=342, type=relu];
 "343 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_1" [id=343, type=asymmetric_quantize];
 "344 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/cat_0" [id=344, type=cat];
@@ -349,7 +349,7 @@ strict digraph  {
 "347 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/ShuffleBlock[shuffle]/reshape_0" [id=347, type=reshape];
 "348 ShuffleNetV2/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=348, type=asymmetric_quantize];
 "349 ShuffleNetV2/NNCFConv2d[conv2]/conv2d_0" [id=349, type=conv2d];
-"350 ShuffleNetV2/BatchNorm2d[bn2]/batch_norm_0" [id=350, type=batch_norm];
+"350 ShuffleNetV2/NNCFBatchNorm[bn2]/batch_norm_0" [id=350, type=batch_norm];
 "351 ShuffleNetV2/relu_1" [id=351, type=relu];
 "352 ShuffleNetV2/AsymmetricQuantizer/asymmetric_quantize_1" [id=352, type=asymmetric_quantize];
 "353 ShuffleNetV2/avg_pool2d_0" [id=353, type=avg_pool2d];
@@ -361,32 +361,32 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 ShuffleNetV2/NNCFConv2d[conv1]/conv2d_0";
 "2 ShuffleNetV2/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 ShuffleNetV2/NNCFConv2d[conv1]/conv2d_0";
-"3 ShuffleNetV2/NNCFConv2d[conv1]/conv2d_0" -> "4 ShuffleNetV2/BatchNorm2d[bn1]/batch_norm_0";
-"4 ShuffleNetV2/BatchNorm2d[bn1]/batch_norm_0" -> "5 ShuffleNetV2/relu_0";
+"3 ShuffleNetV2/NNCFConv2d[conv1]/conv2d_0" -> "4 ShuffleNetV2/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ShuffleNetV2/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ShuffleNetV2/relu_0";
 "5 ShuffleNetV2/relu_0" -> "6 ShuffleNetV2/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 ShuffleNetV2/AsymmetricQuantizer/asymmetric_quantize_0" -> "8 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "8 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"8 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
+"8 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
 "6 ShuffleNetV2/AsymmetricQuantizer/asymmetric_quantize_0" -> "17 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0";
-"9 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "10 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"10 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "12 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
+"9 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "10 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"10 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "12 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "11 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "12 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"12 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "13 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"13 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "14 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_0";
+"12 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "13 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"13 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "14 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_0";
 "14 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_0" -> "15 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "15 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "30 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/cat_0";
 "16 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "17 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0";
-"17 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" -> "18 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0";
-"18 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0" -> "19 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_1";
+"17 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" -> "18 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"18 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "19 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_1";
 "19 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_1" -> "20 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "20 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "22 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0";
 "21 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv4]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "22 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0";
-"22 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" -> "23 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0";
-"23 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0" -> "24 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn4]/AsymmetricQuantizer/asymmetric_quantize_0";
-"24 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "26 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
+"22 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" -> "23 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0";
+"23 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0" -> "24 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn4]/AsymmetricQuantizer/asymmetric_quantize_0";
+"24 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "26 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
 "25 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "26 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
-"26 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" -> "27 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0";
-"27 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0" -> "28 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_2";
+"26 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" -> "27 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0";
+"27 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0" -> "28 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_2";
 "28 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_2" -> "29 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "29 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "30 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/cat_0";
 "30 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/cat_0" -> "31 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/ShuffleBlock[shuffle]/view_0";
@@ -397,17 +397,17 @@ strict digraph  {
 "34 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/SplitBlock[split]/__getitem___0" -> "50 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/cat_0";
 "35 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/SplitBlock[split]/__getitem___1" -> "37 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "36 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "37 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"37 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "38 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"38 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "39 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_0";
+"37 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "38 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"38 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "39 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_0";
 "39 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_0" -> "40 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "40 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "42 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "41 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "42 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"42 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "43 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"43 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "44 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"44 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "46 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
+"42 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "43 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"43 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "44 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"44 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "46 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
 "45 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "46 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
-"46 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" -> "47 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0";
-"47 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0" -> "48 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_1";
+"46 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" -> "47 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"47 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "48 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_1";
 "48 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_1" -> "49 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "49 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "50 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/cat_0";
 "50 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/cat_0" -> "51 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/ShuffleBlock[shuffle]/view_0";
@@ -418,17 +418,17 @@ strict digraph  {
 "54 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/SplitBlock[split]/__getitem___0" -> "70 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/cat_0";
 "55 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/SplitBlock[split]/__getitem___1" -> "57 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0";
 "56 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "57 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0";
-"57 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" -> "58 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0";
-"58 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0" -> "59 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_0";
+"57 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" -> "58 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"58 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "59 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_0";
 "59 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_0" -> "60 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "60 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "62 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0";
 "61 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "62 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0";
-"62 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" -> "63 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0";
-"63 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0" -> "64 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"64 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "66 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
+"62 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" -> "63 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"63 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "64 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"64 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "66 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
 "65 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "66 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
-"66 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" -> "67 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0";
-"67 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0" -> "68 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_1";
+"66 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" -> "67 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"67 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "68 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_1";
 "68 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_1" -> "69 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "69 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "70 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/cat_0";
 "70 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/cat_0" -> "71 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/ShuffleBlock[shuffle]/view_0";
@@ -439,17 +439,17 @@ strict digraph  {
 "74 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/SplitBlock[split]/__getitem___0" -> "90 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/cat_0";
 "75 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/SplitBlock[split]/__getitem___1" -> "77 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0";
 "76 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "77 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0";
-"77 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" -> "78 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0";
-"78 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0" -> "79 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_0";
+"77 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" -> "78 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"78 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "79 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_0";
 "79 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_0" -> "80 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "80 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "82 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0";
 "81 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "82 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0";
-"82 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" -> "83 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0";
-"83 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0" -> "84 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"84 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "86 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
+"82 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" -> "83 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"83 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "84 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"84 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "86 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
 "85 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "86 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
-"86 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" -> "87 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0";
-"87 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0" -> "88 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_1";
+"86 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" -> "87 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"87 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "88 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_1";
 "88 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_1" -> "89 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_1";
 "89 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "90 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/cat_0";
 "90 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/cat_0" -> "91 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/ShuffleBlock[shuffle]/view_0";
@@ -457,27 +457,27 @@ strict digraph  {
 "92 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/ShuffleBlock[shuffle]/permute_0" -> "93 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/ShuffleBlock[shuffle]/reshape_0";
 "93 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/ShuffleBlock[shuffle]/reshape_0" -> "95 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "94 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "95 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"95 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "96 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"96 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "97 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"97 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "99 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
+"95 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "96 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"96 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "97 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"97 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "99 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "98 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "99 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "93 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/ShuffleBlock[shuffle]/reshape_0" -> "104 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0";
-"99 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "100 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"100 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "101 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_0";
+"99 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "100 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"100 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "101 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_0";
 "101 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_0" -> "102 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "102 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "117 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/cat_0";
 "103 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "104 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0";
-"104 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" -> "105 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0";
-"105 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0" -> "106 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_1";
+"104 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" -> "105 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"105 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "106 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_1";
 "106 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_1" -> "107 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "107 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "109 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0";
 "108 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv4]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "109 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0";
-"109 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" -> "110 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0";
-"110 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0" -> "111 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn4]/AsymmetricQuantizer/asymmetric_quantize_0";
-"111 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "113 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
+"109 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" -> "110 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0";
+"110 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0" -> "111 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn4]/AsymmetricQuantizer/asymmetric_quantize_0";
+"111 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "113 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
 "112 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "113 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
-"113 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" -> "114 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0";
-"114 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0" -> "115 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_2";
+"113 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" -> "114 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0";
+"114 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0" -> "115 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_2";
 "115 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_2" -> "116 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "116 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "117 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/cat_0";
 "117 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/cat_0" -> "118 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/ShuffleBlock[shuffle]/view_0";
@@ -488,17 +488,17 @@ strict digraph  {
 "121 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/SplitBlock[split]/__getitem___0" -> "137 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/cat_0";
 "122 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/SplitBlock[split]/__getitem___1" -> "124 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "123 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "124 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"124 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "125 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"125 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "126 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/relu_0";
+"124 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "125 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"125 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "126 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/relu_0";
 "126 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/relu_0" -> "127 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "127 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "129 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "128 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "129 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"129 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "130 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"130 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "131 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"131 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "133 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
+"129 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "130 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"130 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "131 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"131 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "133 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
 "132 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "133 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
-"133 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" -> "134 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0";
-"134 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0" -> "135 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/relu_1";
+"133 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" -> "134 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"134 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "135 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/relu_1";
 "135 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/relu_1" -> "136 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "136 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "137 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/cat_0";
 "137 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/cat_0" -> "138 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/ShuffleBlock[shuffle]/view_0";
@@ -509,17 +509,17 @@ strict digraph  {
 "141 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/SplitBlock[split]/__getitem___0" -> "157 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/cat_0";
 "142 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/SplitBlock[split]/__getitem___1" -> "144 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0";
 "143 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "144 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0";
-"144 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" -> "145 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0";
-"145 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0" -> "146 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/relu_0";
+"144 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" -> "145 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"145 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "146 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/relu_0";
 "146 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/relu_0" -> "147 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "147 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "149 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0";
 "148 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "149 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0";
-"149 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" -> "150 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0";
-"150 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0" -> "151 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"151 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "153 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
+"149 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" -> "150 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"150 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "151 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"151 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "153 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
 "152 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "153 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
-"153 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" -> "154 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0";
-"154 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0" -> "155 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/relu_1";
+"153 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" -> "154 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"154 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "155 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/relu_1";
 "155 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/relu_1" -> "156 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "156 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "157 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/cat_0";
 "157 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/cat_0" -> "158 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/ShuffleBlock[shuffle]/view_0";
@@ -530,17 +530,17 @@ strict digraph  {
 "161 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/SplitBlock[split]/__getitem___0" -> "177 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/cat_0";
 "162 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/SplitBlock[split]/__getitem___1" -> "164 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0";
 "163 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "164 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0";
-"164 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" -> "165 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0";
-"165 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0" -> "166 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/relu_0";
+"164 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" -> "165 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"165 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "166 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/relu_0";
 "166 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/relu_0" -> "167 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "167 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "169 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0";
 "168 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "169 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0";
-"169 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" -> "170 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0";
-"170 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0" -> "171 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"171 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "173 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
+"169 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" -> "170 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"170 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "171 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"171 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "173 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
 "172 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "173 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
-"173 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" -> "174 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0";
-"174 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0" -> "175 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/relu_1";
+"173 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" -> "174 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"174 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "175 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/relu_1";
 "175 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/relu_1" -> "176 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_1";
 "176 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "177 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/cat_0";
 "177 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/cat_0" -> "178 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/ShuffleBlock[shuffle]/view_0";
@@ -551,17 +551,17 @@ strict digraph  {
 "181 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/SplitBlock[split]/__getitem___0" -> "197 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/cat_0";
 "182 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/SplitBlock[split]/__getitem___1" -> "184 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv1]/conv2d_0";
 "183 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "184 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv1]/conv2d_0";
-"184 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv1]/conv2d_0" -> "185 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn1]/batch_norm_0";
-"185 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn1]/batch_norm_0" -> "186 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/relu_0";
+"184 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv1]/conv2d_0" -> "185 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"185 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "186 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/relu_0";
 "186 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/relu_0" -> "187 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "187 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "189 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv2]/conv2d_0";
 "188 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "189 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv2]/conv2d_0";
-"189 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv2]/conv2d_0" -> "190 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn2]/batch_norm_0";
-"190 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn2]/batch_norm_0" -> "191 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"191 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "193 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv3]/conv2d_0";
+"189 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv2]/conv2d_0" -> "190 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"190 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "191 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"191 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "193 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv3]/conv2d_0";
 "192 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "193 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv3]/conv2d_0";
-"193 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv3]/conv2d_0" -> "194 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn3]/batch_norm_0";
-"194 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn3]/batch_norm_0" -> "195 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/relu_1";
+"193 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv3]/conv2d_0" -> "194 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"194 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "195 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/relu_1";
 "195 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/relu_1" -> "196 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/AsymmetricQuantizer/asymmetric_quantize_1";
 "196 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/AsymmetricQuantizer/asymmetric_quantize_1" -> "197 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/cat_0";
 "197 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/cat_0" -> "198 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/ShuffleBlock[shuffle]/view_0";
@@ -572,17 +572,17 @@ strict digraph  {
 "201 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/SplitBlock[split]/__getitem___0" -> "217 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/cat_0";
 "202 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/SplitBlock[split]/__getitem___1" -> "204 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv1]/conv2d_0";
 "203 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "204 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv1]/conv2d_0";
-"204 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv1]/conv2d_0" -> "205 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn1]/batch_norm_0";
-"205 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn1]/batch_norm_0" -> "206 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/relu_0";
+"204 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv1]/conv2d_0" -> "205 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"205 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "206 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/relu_0";
 "206 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/relu_0" -> "207 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "207 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "209 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv2]/conv2d_0";
 "208 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "209 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv2]/conv2d_0";
-"209 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv2]/conv2d_0" -> "210 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn2]/batch_norm_0";
-"210 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn2]/batch_norm_0" -> "211 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"211 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "213 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv3]/conv2d_0";
+"209 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv2]/conv2d_0" -> "210 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"210 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "211 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"211 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "213 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv3]/conv2d_0";
 "212 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "213 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv3]/conv2d_0";
-"213 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv3]/conv2d_0" -> "214 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn3]/batch_norm_0";
-"214 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn3]/batch_norm_0" -> "215 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/relu_1";
+"213 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv3]/conv2d_0" -> "214 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"214 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "215 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/relu_1";
 "215 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/relu_1" -> "216 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/AsymmetricQuantizer/asymmetric_quantize_1";
 "216 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/AsymmetricQuantizer/asymmetric_quantize_1" -> "217 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/cat_0";
 "217 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/cat_0" -> "218 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/ShuffleBlock[shuffle]/view_0";
@@ -593,17 +593,17 @@ strict digraph  {
 "221 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/SplitBlock[split]/__getitem___0" -> "237 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/cat_0";
 "222 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/SplitBlock[split]/__getitem___1" -> "224 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv1]/conv2d_0";
 "223 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "224 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv1]/conv2d_0";
-"224 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv1]/conv2d_0" -> "225 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn1]/batch_norm_0";
-"225 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn1]/batch_norm_0" -> "226 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/relu_0";
+"224 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv1]/conv2d_0" -> "225 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn1]/batch_norm_0";
+"225 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn1]/batch_norm_0" -> "226 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/relu_0";
 "226 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/relu_0" -> "227 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/AsymmetricQuantizer/asymmetric_quantize_0";
 "227 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/AsymmetricQuantizer/asymmetric_quantize_0" -> "229 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv2]/conv2d_0";
 "228 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "229 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv2]/conv2d_0";
-"229 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv2]/conv2d_0" -> "230 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn2]/batch_norm_0";
-"230 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn2]/batch_norm_0" -> "231 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"231 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "233 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv3]/conv2d_0";
+"229 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv2]/conv2d_0" -> "230 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn2]/batch_norm_0";
+"230 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn2]/batch_norm_0" -> "231 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"231 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "233 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv3]/conv2d_0";
 "232 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "233 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv3]/conv2d_0";
-"233 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv3]/conv2d_0" -> "234 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn3]/batch_norm_0";
-"234 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn3]/batch_norm_0" -> "235 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/relu_1";
+"233 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv3]/conv2d_0" -> "234 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn3]/batch_norm_0";
+"234 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn3]/batch_norm_0" -> "235 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/relu_1";
 "235 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/relu_1" -> "236 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/AsymmetricQuantizer/asymmetric_quantize_1";
 "236 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/AsymmetricQuantizer/asymmetric_quantize_1" -> "237 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/cat_0";
 "237 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/cat_0" -> "238 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/ShuffleBlock[shuffle]/view_0";
@@ -614,17 +614,17 @@ strict digraph  {
 "241 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/SplitBlock[split]/__getitem___0" -> "257 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/cat_0";
 "242 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/SplitBlock[split]/__getitem___1" -> "244 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv1]/conv2d_0";
 "243 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "244 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv1]/conv2d_0";
-"244 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv1]/conv2d_0" -> "245 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn1]/batch_norm_0";
-"245 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn1]/batch_norm_0" -> "246 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/relu_0";
+"244 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv1]/conv2d_0" -> "245 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn1]/batch_norm_0";
+"245 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn1]/batch_norm_0" -> "246 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/relu_0";
 "246 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/relu_0" -> "247 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/AsymmetricQuantizer/asymmetric_quantize_0";
 "247 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/AsymmetricQuantizer/asymmetric_quantize_0" -> "249 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv2]/conv2d_0";
 "248 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "249 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv2]/conv2d_0";
-"249 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv2]/conv2d_0" -> "250 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn2]/batch_norm_0";
-"250 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn2]/batch_norm_0" -> "251 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"251 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "253 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv3]/conv2d_0";
+"249 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv2]/conv2d_0" -> "250 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn2]/batch_norm_0";
+"250 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn2]/batch_norm_0" -> "251 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"251 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "253 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv3]/conv2d_0";
 "252 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "253 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv3]/conv2d_0";
-"253 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv3]/conv2d_0" -> "254 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn3]/batch_norm_0";
-"254 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn3]/batch_norm_0" -> "255 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/relu_1";
+"253 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv3]/conv2d_0" -> "254 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn3]/batch_norm_0";
+"254 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn3]/batch_norm_0" -> "255 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/relu_1";
 "255 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/relu_1" -> "256 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/AsymmetricQuantizer/asymmetric_quantize_1";
 "256 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/AsymmetricQuantizer/asymmetric_quantize_1" -> "257 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/cat_0";
 "257 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/cat_0" -> "258 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/ShuffleBlock[shuffle]/view_0";
@@ -633,26 +633,26 @@ strict digraph  {
 "260 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/ShuffleBlock[shuffle]/reshape_0" -> "262 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "260 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/ShuffleBlock[shuffle]/reshape_0" -> "271 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0";
 "261 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "262 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"262 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "263 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"263 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "264 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"264 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "266 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
+"262 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "263 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"263 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "264 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"264 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "266 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "265 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "266 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"266 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "267 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"267 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "268 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_0";
+"266 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "267 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"267 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "268 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_0";
 "268 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_0" -> "269 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "269 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "284 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/cat_0";
 "270 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "271 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0";
-"271 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" -> "272 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0";
-"272 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0" -> "273 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_1";
+"271 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" -> "272 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"272 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "273 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_1";
 "273 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_1" -> "274 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "274 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "276 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0";
 "275 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv4]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "276 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0";
-"276 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" -> "277 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0";
-"277 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0" -> "278 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn4]/AsymmetricQuantizer/asymmetric_quantize_0";
-"278 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "280 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
+"276 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" -> "277 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0";
+"277 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0" -> "278 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn4]/AsymmetricQuantizer/asymmetric_quantize_0";
+"278 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "280 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
 "279 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv5]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "280 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
-"280 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" -> "281 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0";
-"281 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0" -> "282 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_2";
+"280 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" -> "281 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0";
+"281 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0" -> "282 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_2";
 "282 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_2" -> "283 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_2";
 "283 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/AsymmetricQuantizer/asymmetric_quantize_2" -> "284 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/cat_0";
 "284 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/cat_0" -> "285 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/ShuffleBlock[shuffle]/view_0";
@@ -663,17 +663,17 @@ strict digraph  {
 "288 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/SplitBlock[split]/__getitem___0" -> "304 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/cat_0";
 "289 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/SplitBlock[split]/__getitem___1" -> "291 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "290 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "291 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"291 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "292 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"292 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "293 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_0";
+"291 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "292 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"292 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "293 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_0";
 "293 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_0" -> "294 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "294 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "296 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "295 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "296 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"296 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "297 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"297 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "298 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"298 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "300 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
+"296 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "297 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"297 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "298 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"298 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "300 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
 "299 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "300 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
-"300 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" -> "301 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0";
-"301 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0" -> "302 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_1";
+"300 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" -> "301 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"301 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "302 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_1";
 "302 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_1" -> "303 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "303 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "304 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/cat_0";
 "304 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/cat_0" -> "305 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/ShuffleBlock[shuffle]/view_0";
@@ -684,17 +684,17 @@ strict digraph  {
 "308 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/SplitBlock[split]/__getitem___0" -> "324 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/cat_0";
 "309 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/SplitBlock[split]/__getitem___1" -> "311 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0";
 "310 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "311 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0";
-"311 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" -> "312 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0";
-"312 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0" -> "313 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_0";
+"311 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" -> "312 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"312 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "313 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_0";
 "313 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_0" -> "314 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "314 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "316 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0";
 "315 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "316 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0";
-"316 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" -> "317 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0";
-"317 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0" -> "318 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"318 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "320 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
+"316 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" -> "317 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"317 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "318 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"318 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "320 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
 "319 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "320 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
-"320 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" -> "321 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0";
-"321 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0" -> "322 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_1";
+"320 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" -> "321 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"321 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "322 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_1";
 "322 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_1" -> "323 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "323 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "324 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/cat_0";
 "324 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/cat_0" -> "325 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/ShuffleBlock[shuffle]/view_0";
@@ -705,17 +705,17 @@ strict digraph  {
 "328 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/SplitBlock[split]/__getitem___0" -> "344 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/cat_0";
 "329 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/SplitBlock[split]/__getitem___1" -> "331 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0";
 "330 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "331 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0";
-"331 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" -> "332 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0";
-"332 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0" -> "333 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_0";
+"331 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" -> "332 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"332 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "333 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_0";
 "333 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_0" -> "334 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "334 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "336 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0";
 "335 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "336 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0";
-"336 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" -> "337 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0";
-"337 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0" -> "338 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"338 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "340 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
+"336 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" -> "337 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"337 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "338 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"338 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "340 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
 "339 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "340 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
-"340 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" -> "341 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0";
-"341 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0" -> "342 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_1";
+"340 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" -> "341 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"341 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "342 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_1";
 "342 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_1" -> "343 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_1";
 "343 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "344 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/cat_0";
 "344 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/cat_0" -> "345 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/ShuffleBlock[shuffle]/view_0";
@@ -723,8 +723,8 @@ strict digraph  {
 "346 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/ShuffleBlock[shuffle]/permute_0" -> "347 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/ShuffleBlock[shuffle]/reshape_0";
 "347 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/ShuffleBlock[shuffle]/reshape_0" -> "349 ShuffleNetV2/NNCFConv2d[conv2]/conv2d_0";
 "348 ShuffleNetV2/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "349 ShuffleNetV2/NNCFConv2d[conv2]/conv2d_0";
-"349 ShuffleNetV2/NNCFConv2d[conv2]/conv2d_0" -> "350 ShuffleNetV2/BatchNorm2d[bn2]/batch_norm_0";
-"350 ShuffleNetV2/BatchNorm2d[bn2]/batch_norm_0" -> "351 ShuffleNetV2/relu_1";
+"349 ShuffleNetV2/NNCFConv2d[conv2]/conv2d_0" -> "350 ShuffleNetV2/NNCFBatchNorm[bn2]/batch_norm_0";
+"350 ShuffleNetV2/NNCFBatchNorm[bn2]/batch_norm_0" -> "351 ShuffleNetV2/relu_1";
 "351 ShuffleNetV2/relu_1" -> "352 ShuffleNetV2/AsymmetricQuantizer/asymmetric_quantize_1";
 "352 ShuffleNetV2/AsymmetricQuantizer/asymmetric_quantize_1" -> "353 ShuffleNetV2/avg_pool2d_0";
 "353 ShuffleNetV2/avg_pool2d_0" -> "354 ShuffleNetV2/AsymmetricQuantizer/asymmetric_quantize_2";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/shuflenet_g2.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/shuflenet_g2.dot
index 709db174dba..15394cf4430 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/shuflenet_g2.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/shuflenet_g2.dot
@@ -3,12 +3,12 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 ShuffleNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 ShuffleNet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 ShuffleNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 ShuffleNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 ShuffleNet/relu_0" [id=5, type=relu];
 "6 ShuffleNet/AsymmetricQuantizer/asymmetric_quantize_0" [id=6, type=asymmetric_quantize];
 "7 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=7, type=asymmetric_quantize];
 "8 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=8, type=conv2d];
-"9 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=9, type=batch_norm];
+"9 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=9, type=batch_norm];
 "10 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_0" [id=10, type=relu];
 "11 ShuffleNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=11, type=asymmetric_quantize];
 "12 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0" [id=12, type=view];
@@ -16,20 +16,20 @@ strict digraph  {
 "14 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1" [id=14, type=view];
 "15 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=15, type=asymmetric_quantize];
 "16 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=16, type=conv2d];
-"17 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=17, type=batch_norm];
+"17 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=17, type=batch_norm];
 "18 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_1" [id=18, type=relu];
 "19 ShuffleNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=19, type=asymmetric_quantize];
 "20 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=20, type=asymmetric_quantize];
 "21 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [id=21, type=conv2d];
-"22 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=22, type=batch_norm];
-"23 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=23, type=asymmetric_quantize];
+"22 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=22, type=batch_norm];
+"23 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=23, type=asymmetric_quantize];
 "24 ShuffleNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0" [id=24, type=avg_pool2d];
 "25 ShuffleNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=25, type=asymmetric_quantize];
 "26 ShuffleNet/Sequential[layer1]/Bottleneck[0]/cat_0" [id=26, type=cat];
 "27 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_2" [id=27, type=relu];
 "28 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=28, type=asymmetric_quantize];
 "29 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=29, type=conv2d];
-"30 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=30, type=batch_norm];
+"30 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=30, type=batch_norm];
 "31 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_0" [id=31, type=relu];
 "32 ShuffleNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=32, type=asymmetric_quantize];
 "33 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0" [id=33, type=view];
@@ -37,19 +37,19 @@ strict digraph  {
 "35 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1" [id=35, type=view];
 "36 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=36, type=asymmetric_quantize];
 "37 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=37, type=conv2d];
-"38 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=38, type=batch_norm];
+"38 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=38, type=batch_norm];
 "39 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_1" [id=39, type=relu];
 "40 ShuffleNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=40, type=asymmetric_quantize];
 "41 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=41, type=asymmetric_quantize];
 "42 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [id=42, type=conv2d];
-"43 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=43, type=batch_norm];
-"44 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
+"43 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=43, type=batch_norm];
+"44 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
 "45 ShuffleNet/Sequential[layer1]/Bottleneck[1]/__add___0" [id=45, type=__add__];
 "46 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_2" [id=46, type=relu];
 "47 ShuffleNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" [id=47, type=asymmetric_quantize];
 "48 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=48, type=asymmetric_quantize];
 "49 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=49, type=conv2d];
-"50 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=50, type=batch_norm];
+"50 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=50, type=batch_norm];
 "51 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_0" [id=51, type=relu];
 "52 ShuffleNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=52, type=asymmetric_quantize];
 "53 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0" [id=53, type=view];
@@ -57,19 +57,19 @@ strict digraph  {
 "55 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1" [id=55, type=view];
 "56 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=56, type=asymmetric_quantize];
 "57 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=57, type=conv2d];
-"58 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=58, type=batch_norm];
+"58 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=58, type=batch_norm];
 "59 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_1" [id=59, type=relu];
 "60 ShuffleNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=60, type=asymmetric_quantize];
 "61 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=61, type=asymmetric_quantize];
 "62 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [id=62, type=conv2d];
-"63 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=63, type=batch_norm];
-"64 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=64, type=asymmetric_quantize];
+"63 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=63, type=batch_norm];
+"64 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=64, type=asymmetric_quantize];
 "65 ShuffleNet/Sequential[layer1]/Bottleneck[2]/__add___0" [id=65, type=__add__];
 "66 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_2" [id=66, type=relu];
 "67 ShuffleNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" [id=67, type=asymmetric_quantize];
 "68 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=68, type=asymmetric_quantize];
 "69 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" [id=69, type=conv2d];
-"70 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" [id=70, type=batch_norm];
+"70 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=70, type=batch_norm];
 "71 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_0" [id=71, type=relu];
 "72 ShuffleNet/Sequential[layer1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=72, type=asymmetric_quantize];
 "73 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0" [id=73, type=view];
@@ -77,19 +77,19 @@ strict digraph  {
 "75 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1" [id=75, type=view];
 "76 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=76, type=asymmetric_quantize];
 "77 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" [id=77, type=conv2d];
-"78 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" [id=78, type=batch_norm];
+"78 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=78, type=batch_norm];
 "79 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_1" [id=79, type=relu];
 "80 ShuffleNet/Sequential[layer1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" [id=80, type=asymmetric_quantize];
 "81 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=81, type=asymmetric_quantize];
 "82 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" [id=82, type=conv2d];
-"83 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" [id=83, type=batch_norm];
-"84 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=84, type=asymmetric_quantize];
+"83 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" [id=83, type=batch_norm];
+"84 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=84, type=asymmetric_quantize];
 "85 ShuffleNet/Sequential[layer1]/Bottleneck[3]/__add___0" [id=85, type=__add__];
 "86 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_2" [id=86, type=relu];
 "87 ShuffleNet/Sequential[layer1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2" [id=87, type=asymmetric_quantize];
 "88 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=88, type=asymmetric_quantize];
 "89 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=89, type=conv2d];
-"90 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=90, type=batch_norm];
+"90 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=90, type=batch_norm];
 "91 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_0" [id=91, type=relu];
 "92 ShuffleNet/Sequential[layer2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=92, type=asymmetric_quantize];
 "93 ShuffleNet/Sequential[layer2]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0" [id=93, type=view];
@@ -97,20 +97,20 @@ strict digraph  {
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 "242 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=242, type=asymmetric_quantize];
 "243 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv3]/conv2d_0" [id=243, type=conv2d];
-"244 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn3]/batch_norm_0" [id=244, type=batch_norm];
-"245 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=245, type=asymmetric_quantize];
+"244 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn3]/batch_norm_0" [id=244, type=batch_norm];
+"245 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=245, type=asymmetric_quantize];
 "246 ShuffleNet/Sequential[layer2]/Bottleneck[7]/__add___0" [id=246, type=__add__];
 "247 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_2" [id=247, type=relu];
 "248 ShuffleNet/Sequential[layer2]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_2" [id=248, type=asymmetric_quantize];
 "249 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=249, type=asymmetric_quantize];
 "250 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=250, type=conv2d];
-"251 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=251, type=batch_norm];
+"251 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=251, type=batch_norm];
 "252 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_0" [id=252, type=relu];
 "253 ShuffleNet/Sequential[layer3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=253, type=asymmetric_quantize];
 "254 ShuffleNet/Sequential[layer3]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0" [id=254, type=view];
@@ -258,20 +258,20 @@ strict digraph  {
 "256 ShuffleNet/Sequential[layer3]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1" [id=256, type=view];
 "257 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=257, type=asymmetric_quantize];
 "258 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=258, type=conv2d];
-"259 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=259, type=batch_norm];
+"259 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=259, type=batch_norm];
 "260 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_1" [id=260, type=relu];
 "261 ShuffleNet/Sequential[layer3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" [id=261, type=asymmetric_quantize];
 "262 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=262, type=asymmetric_quantize];
 "263 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [id=263, type=conv2d];
-"264 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=264, type=batch_norm];
-"265 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=265, type=asymmetric_quantize];
+"264 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=264, type=batch_norm];
+"265 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=265, type=asymmetric_quantize];
 "266 ShuffleNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0" [id=266, type=avg_pool2d];
 "267 ShuffleNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" [id=267, type=asymmetric_quantize];
 "268 ShuffleNet/Sequential[layer3]/Bottleneck[0]/cat_0" [id=268, type=cat];
 "269 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_2" [id=269, type=relu];
 "270 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=270, type=asymmetric_quantize];
 "271 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=271, type=conv2d];
-"272 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=272, type=batch_norm];
+"272 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=272, type=batch_norm];
 "273 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_0" [id=273, type=relu];
 "274 ShuffleNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" [id=274, type=asymmetric_quantize];
 "275 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0" [id=275, type=view];
@@ -279,19 +279,19 @@ strict digraph  {
 "277 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1" [id=277, type=view];
 "278 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=278, type=asymmetric_quantize];
 "279 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=279, type=conv2d];
-"280 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=280, type=batch_norm];
+"280 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=280, type=batch_norm];
 "281 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_1" [id=281, type=relu];
 "282 ShuffleNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" [id=282, type=asymmetric_quantize];
 "283 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=283, type=asymmetric_quantize];
 "284 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [id=284, type=conv2d];
-"285 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=285, type=batch_norm];
-"286 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=286, type=asymmetric_quantize];
+"285 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=285, type=batch_norm];
+"286 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=286, type=asymmetric_quantize];
 "287 ShuffleNet/Sequential[layer3]/Bottleneck[1]/__add___0" [id=287, type=__add__];
 "288 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_2" [id=288, type=relu];
 "289 ShuffleNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" [id=289, type=asymmetric_quantize];
 "290 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=290, type=asymmetric_quantize];
 "291 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=291, type=conv2d];
-"292 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=292, type=batch_norm];
+"292 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=292, type=batch_norm];
 "293 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_0" [id=293, type=relu];
 "294 ShuffleNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=294, type=asymmetric_quantize];
 "295 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0" [id=295, type=view];
@@ -299,19 +299,19 @@ strict digraph  {
 "297 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1" [id=297, type=view];
 "298 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=298, type=asymmetric_quantize];
 "299 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=299, type=conv2d];
-"300 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=300, type=batch_norm];
+"300 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=300, type=batch_norm];
 "301 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_1" [id=301, type=relu];
 "302 ShuffleNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" [id=302, type=asymmetric_quantize];
 "303 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=303, type=asymmetric_quantize];
 "304 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [id=304, type=conv2d];
-"305 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=305, type=batch_norm];
-"306 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=306, type=asymmetric_quantize];
+"305 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=305, type=batch_norm];
+"306 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=306, type=asymmetric_quantize];
 "307 ShuffleNet/Sequential[layer3]/Bottleneck[2]/__add___0" [id=307, type=__add__];
 "308 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_2" [id=308, type=relu];
 "309 ShuffleNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" [id=309, type=asymmetric_quantize];
 "310 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=310, type=asymmetric_quantize];
 "311 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" [id=311, type=conv2d];
-"312 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" [id=312, type=batch_norm];
+"312 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=312, type=batch_norm];
 "313 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_0" [id=313, type=relu];
 "314 ShuffleNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=314, type=asymmetric_quantize];
 "315 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0" [id=315, type=view];
@@ -319,13 +319,13 @@ strict digraph  {
 "317 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1" [id=317, type=view];
 "318 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=318, type=asymmetric_quantize];
 "319 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" [id=319, type=conv2d];
-"320 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" [id=320, type=batch_norm];
+"320 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=320, type=batch_norm];
 "321 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_1" [id=321, type=relu];
 "322 ShuffleNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" [id=322, type=asymmetric_quantize];
 "323 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=323, type=asymmetric_quantize];
 "324 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" [id=324, type=conv2d];
-"325 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" [id=325, type=batch_norm];
-"326 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=326, type=asymmetric_quantize];
+"325 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" [id=325, type=batch_norm];
+"326 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [id=326, type=asymmetric_quantize];
 "327 ShuffleNet/Sequential[layer3]/Bottleneck[3]/__add___0" [id=327, type=__add__];
 "328 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_2" [id=328, type=relu];
 "329 ShuffleNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2" [id=329, type=asymmetric_quantize];
@@ -338,346 +338,346 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 ShuffleNet/NNCFConv2d[conv1]/conv2d_0";
 "2 ShuffleNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 ShuffleNet/NNCFConv2d[conv1]/conv2d_0";
-"3 ShuffleNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ShuffleNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 ShuffleNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 ShuffleNet/relu_0";
+"3 ShuffleNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ShuffleNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ShuffleNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ShuffleNet/relu_0";
 "5 ShuffleNet/relu_0" -> "6 ShuffleNet/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 ShuffleNet/AsymmetricQuantizer/asymmetric_quantize_0" -> "8 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "8 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"8 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
+"8 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
 "6 ShuffleNet/AsymmetricQuantizer/asymmetric_quantize_0" -> "24 ShuffleNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0";
-"9 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "10 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_0";
+"9 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "10 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_0";
 "10 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_0" -> "11 ShuffleNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "11 ShuffleNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "12 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0";
 "12 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0" -> "13 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/permute_0";
 "13 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/permute_0" -> "14 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1";
 "14 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1" -> "16 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "15 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "16 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"16 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "17 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"17 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "18 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_1";
+"16 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "17 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"17 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "18 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_1";
 "18 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_1" -> "19 ShuffleNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "19 ShuffleNet/Sequential[layer1]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "21 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "20 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "21 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"21 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "22 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"22 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "23 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"23 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "26 ShuffleNet/Sequential[layer1]/Bottleneck[0]/cat_0";
+"21 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "22 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"22 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "23 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"23 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "26 ShuffleNet/Sequential[layer1]/Bottleneck[0]/cat_0";
 "24 ShuffleNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0" -> "25 ShuffleNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "25 ShuffleNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "26 ShuffleNet/Sequential[layer1]/Bottleneck[0]/cat_0";
 "26 ShuffleNet/Sequential[layer1]/Bottleneck[0]/cat_0" -> "27 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_2";
 "27 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_2" -> "29 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "27 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_2" -> "45 ShuffleNet/Sequential[layer1]/Bottleneck[1]/__add___0";
 "28 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "29 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"29 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "30 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"30 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "31 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_0";
+"29 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "30 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"30 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "31 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_0";
 "31 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_0" -> "32 ShuffleNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "32 ShuffleNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "33 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0";
 "33 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0" -> "34 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/permute_0";
 "34 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/permute_0" -> "35 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1";
 "35 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1" -> "37 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "36 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "37 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"37 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "38 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"38 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "39 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_1";
+"37 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "38 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"38 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "39 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_1";
 "39 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_1" -> "40 ShuffleNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "40 ShuffleNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "42 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "41 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "42 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"42 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "43 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"43 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "44 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"44 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 ShuffleNet/Sequential[layer1]/Bottleneck[1]/__add___0";
+"42 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "43 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"43 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "44 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"44 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 ShuffleNet/Sequential[layer1]/Bottleneck[1]/__add___0";
 "45 ShuffleNet/Sequential[layer1]/Bottleneck[1]/__add___0" -> "46 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_2";
 "46 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_2" -> "47 ShuffleNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "47 ShuffleNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "49 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "47 ShuffleNet/Sequential[layer1]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "65 ShuffleNet/Sequential[layer1]/Bottleneck[2]/__add___0";
 "48 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "49 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"49 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "50 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"50 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "51 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_0";
+"49 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "50 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"50 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "51 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_0";
 "51 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_0" -> "52 ShuffleNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "52 ShuffleNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "53 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0";
 "53 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0" -> "54 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/permute_0";
 "54 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/permute_0" -> "55 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1";
 "55 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1" -> "57 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "56 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "57 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"57 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "58 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"58 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "59 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_1";
+"57 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "58 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"58 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "59 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_1";
 "59 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_1" -> "60 ShuffleNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "60 ShuffleNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "62 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "61 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "62 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"62 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "63 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"63 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "64 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"64 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "65 ShuffleNet/Sequential[layer1]/Bottleneck[2]/__add___0";
+"62 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "63 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"63 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "64 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"64 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "65 ShuffleNet/Sequential[layer1]/Bottleneck[2]/__add___0";
 "65 ShuffleNet/Sequential[layer1]/Bottleneck[2]/__add___0" -> "66 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_2";
 "66 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_2" -> "67 ShuffleNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "67 ShuffleNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "69 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "67 ShuffleNet/Sequential[layer1]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "85 ShuffleNet/Sequential[layer1]/Bottleneck[3]/__add___0";
 "68 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "69 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"69 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "70 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"70 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "71 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_0";
+"69 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "70 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"70 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "71 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_0";
 "71 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_0" -> "72 ShuffleNet/Sequential[layer1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "72 ShuffleNet/Sequential[layer1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "73 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0";
 "73 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0" -> "74 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/permute_0";
 "74 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/permute_0" -> "75 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1";
 "75 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1" -> "77 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "76 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "77 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"77 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "78 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"78 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "79 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_1";
+"77 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "78 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"78 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "79 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_1";
 "79 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_1" -> "80 ShuffleNet/Sequential[layer1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1";
 "80 ShuffleNet/Sequential[layer1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "82 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "81 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "82 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"82 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "83 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"83 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "84 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"84 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "85 ShuffleNet/Sequential[layer1]/Bottleneck[3]/__add___0";
+"82 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "83 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"83 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "84 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"84 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "85 ShuffleNet/Sequential[layer1]/Bottleneck[3]/__add___0";
 "85 ShuffleNet/Sequential[layer1]/Bottleneck[3]/__add___0" -> "86 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_2";
 "86 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_2" -> "87 ShuffleNet/Sequential[layer1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2";
 "87 ShuffleNet/Sequential[layer1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "89 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "88 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "89 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"89 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "90 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"90 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "91 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_0";
+"89 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "90 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"90 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "91 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_0";
 "91 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_0" -> "92 ShuffleNet/Sequential[layer2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "92 ShuffleNet/Sequential[layer2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "93 ShuffleNet/Sequential[layer2]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0";
 "93 ShuffleNet/Sequential[layer2]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0" -> "94 ShuffleNet/Sequential[layer2]/Bottleneck[0]/ShuffleBlock[shuffle1]/permute_0";
 "94 ShuffleNet/Sequential[layer2]/Bottleneck[0]/ShuffleBlock[shuffle1]/permute_0" -> "95 ShuffleNet/Sequential[layer2]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1";
 "95 ShuffleNet/Sequential[layer2]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1" -> "97 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "96 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "97 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"97 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "98 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"98 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "99 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_1";
+"97 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "98 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"98 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "99 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_1";
 "87 ShuffleNet/Sequential[layer1]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "105 ShuffleNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0";
 "99 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_1" -> "100 ShuffleNet/Sequential[layer2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "100 ShuffleNet/Sequential[layer2]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "102 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "101 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "102 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"102 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "103 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"103 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "104 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"104 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "107 ShuffleNet/Sequential[layer2]/Bottleneck[0]/cat_0";
+"102 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "103 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"103 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "104 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"104 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "107 ShuffleNet/Sequential[layer2]/Bottleneck[0]/cat_0";
 "105 ShuffleNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0" -> "106 ShuffleNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "106 ShuffleNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "107 ShuffleNet/Sequential[layer2]/Bottleneck[0]/cat_0";
 "107 ShuffleNet/Sequential[layer2]/Bottleneck[0]/cat_0" -> "108 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_2";
 "108 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_2" -> "110 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "108 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_2" -> "126 ShuffleNet/Sequential[layer2]/Bottleneck[1]/__add___0";
 "109 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "110 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"110 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "111 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"111 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "112 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_0";
+"110 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "111 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"111 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "112 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_0";
 "112 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_0" -> "113 ShuffleNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "113 ShuffleNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "114 ShuffleNet/Sequential[layer2]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0";
 "114 ShuffleNet/Sequential[layer2]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0" -> "115 ShuffleNet/Sequential[layer2]/Bottleneck[1]/ShuffleBlock[shuffle1]/permute_0";
 "115 ShuffleNet/Sequential[layer2]/Bottleneck[1]/ShuffleBlock[shuffle1]/permute_0" -> "116 ShuffleNet/Sequential[layer2]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1";
 "116 ShuffleNet/Sequential[layer2]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1" -> "118 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "117 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "118 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"118 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "119 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"119 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "120 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_1";
+"118 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "119 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"119 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "120 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_1";
 "120 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_1" -> "121 ShuffleNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "121 ShuffleNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "123 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "122 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "123 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"123 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "124 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"124 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "125 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"125 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "126 ShuffleNet/Sequential[layer2]/Bottleneck[1]/__add___0";
+"123 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "124 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"124 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "125 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"125 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "126 ShuffleNet/Sequential[layer2]/Bottleneck[1]/__add___0";
 "126 ShuffleNet/Sequential[layer2]/Bottleneck[1]/__add___0" -> "127 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_2";
 "127 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_2" -> "128 ShuffleNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "128 ShuffleNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "130 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "128 ShuffleNet/Sequential[layer2]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "146 ShuffleNet/Sequential[layer2]/Bottleneck[2]/__add___0";
 "129 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "130 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"130 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "131 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"131 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "132 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_0";
+"130 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "131 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"131 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "132 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_0";
 "132 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_0" -> "133 ShuffleNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "133 ShuffleNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "134 ShuffleNet/Sequential[layer2]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0";
 "134 ShuffleNet/Sequential[layer2]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0" -> "135 ShuffleNet/Sequential[layer2]/Bottleneck[2]/ShuffleBlock[shuffle1]/permute_0";
 "135 ShuffleNet/Sequential[layer2]/Bottleneck[2]/ShuffleBlock[shuffle1]/permute_0" -> "136 ShuffleNet/Sequential[layer2]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1";
 "136 ShuffleNet/Sequential[layer2]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1" -> "138 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "137 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "138 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"138 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "139 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"139 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "140 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_1";
+"138 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "139 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"139 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "140 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_1";
 "140 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_1" -> "141 ShuffleNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "141 ShuffleNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "143 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "142 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "143 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"143 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "144 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"144 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "145 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"145 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "146 ShuffleNet/Sequential[layer2]/Bottleneck[2]/__add___0";
+"143 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "144 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"144 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "145 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"145 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "146 ShuffleNet/Sequential[layer2]/Bottleneck[2]/__add___0";
 "146 ShuffleNet/Sequential[layer2]/Bottleneck[2]/__add___0" -> "147 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_2";
 "147 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_2" -> "148 ShuffleNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "148 ShuffleNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "150 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "148 ShuffleNet/Sequential[layer2]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "166 ShuffleNet/Sequential[layer2]/Bottleneck[3]/__add___0";
 "149 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "150 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"150 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "151 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"151 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "152 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_0";
+"150 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "151 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"151 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "152 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_0";
 "152 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_0" -> "153 ShuffleNet/Sequential[layer2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "153 ShuffleNet/Sequential[layer2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "154 ShuffleNet/Sequential[layer2]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0";
 "154 ShuffleNet/Sequential[layer2]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0" -> "155 ShuffleNet/Sequential[layer2]/Bottleneck[3]/ShuffleBlock[shuffle1]/permute_0";
 "155 ShuffleNet/Sequential[layer2]/Bottleneck[3]/ShuffleBlock[shuffle1]/permute_0" -> "156 ShuffleNet/Sequential[layer2]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1";
 "156 ShuffleNet/Sequential[layer2]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1" -> "158 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "157 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "158 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"158 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "159 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"159 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "160 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_1";
+"158 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "159 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"159 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "160 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_1";
 "160 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_1" -> "161 ShuffleNet/Sequential[layer2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1";
 "161 ShuffleNet/Sequential[layer2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "163 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "162 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "163 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"163 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "164 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"164 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "165 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"165 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "166 ShuffleNet/Sequential[layer2]/Bottleneck[3]/__add___0";
+"163 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "164 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"164 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "165 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"165 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "166 ShuffleNet/Sequential[layer2]/Bottleneck[3]/__add___0";
 "166 ShuffleNet/Sequential[layer2]/Bottleneck[3]/__add___0" -> "167 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_2";
 "167 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_2" -> "168 ShuffleNet/Sequential[layer2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2";
 "168 ShuffleNet/Sequential[layer2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "170 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "168 ShuffleNet/Sequential[layer2]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "186 ShuffleNet/Sequential[layer2]/Bottleneck[4]/__add___0";
 "169 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "170 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"170 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "171 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
-"171 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "172 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_0";
+"170 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "171 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"171 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "172 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_0";
 "172 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_0" -> "173 ShuffleNet/Sequential[layer2]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "173 ShuffleNet/Sequential[layer2]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "174 ShuffleNet/Sequential[layer2]/Bottleneck[4]/ShuffleBlock[shuffle1]/view_0";
 "174 ShuffleNet/Sequential[layer2]/Bottleneck[4]/ShuffleBlock[shuffle1]/view_0" -> "175 ShuffleNet/Sequential[layer2]/Bottleneck[4]/ShuffleBlock[shuffle1]/permute_0";
 "175 ShuffleNet/Sequential[layer2]/Bottleneck[4]/ShuffleBlock[shuffle1]/permute_0" -> "176 ShuffleNet/Sequential[layer2]/Bottleneck[4]/ShuffleBlock[shuffle1]/view_1";
 "176 ShuffleNet/Sequential[layer2]/Bottleneck[4]/ShuffleBlock[shuffle1]/view_1" -> "178 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "177 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "178 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
-"178 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "179 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"179 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "180 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_1";
+"178 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "179 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"179 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "180 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_1";
 "180 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_1" -> "181 ShuffleNet/Sequential[layer2]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1";
 "181 ShuffleNet/Sequential[layer2]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_1" -> "183 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "182 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "183 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
-"183 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "184 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"184 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "185 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"185 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "186 ShuffleNet/Sequential[layer2]/Bottleneck[4]/__add___0";
+"183 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "184 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"184 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "185 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"185 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "186 ShuffleNet/Sequential[layer2]/Bottleneck[4]/__add___0";
 "186 ShuffleNet/Sequential[layer2]/Bottleneck[4]/__add___0" -> "187 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_2";
 "187 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_2" -> "188 ShuffleNet/Sequential[layer2]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_2";
 "188 ShuffleNet/Sequential[layer2]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "190 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "188 ShuffleNet/Sequential[layer2]/Bottleneck[4]/AsymmetricQuantizer/asymmetric_quantize_2" -> "206 ShuffleNet/Sequential[layer2]/Bottleneck[5]/__add___0";
 "189 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "190 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"190 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "191 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
-"191 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "192 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_0";
+"190 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "191 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"191 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "192 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_0";
 "192 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_0" -> "193 ShuffleNet/Sequential[layer2]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "193 ShuffleNet/Sequential[layer2]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "194 ShuffleNet/Sequential[layer2]/Bottleneck[5]/ShuffleBlock[shuffle1]/view_0";
 "194 ShuffleNet/Sequential[layer2]/Bottleneck[5]/ShuffleBlock[shuffle1]/view_0" -> "195 ShuffleNet/Sequential[layer2]/Bottleneck[5]/ShuffleBlock[shuffle1]/permute_0";
 "195 ShuffleNet/Sequential[layer2]/Bottleneck[5]/ShuffleBlock[shuffle1]/permute_0" -> "196 ShuffleNet/Sequential[layer2]/Bottleneck[5]/ShuffleBlock[shuffle1]/view_1";
 "196 ShuffleNet/Sequential[layer2]/Bottleneck[5]/ShuffleBlock[shuffle1]/view_1" -> "198 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "197 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "198 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
-"198 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "199 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"199 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "200 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_1";
+"198 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "199 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"199 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "200 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_1";
 "200 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_1" -> "201 ShuffleNet/Sequential[layer2]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1";
 "201 ShuffleNet/Sequential[layer2]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_1" -> "203 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "202 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "203 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
-"203 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "204 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"204 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "205 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"205 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "206 ShuffleNet/Sequential[layer2]/Bottleneck[5]/__add___0";
+"203 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "204 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"204 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "205 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"205 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "206 ShuffleNet/Sequential[layer2]/Bottleneck[5]/__add___0";
 "206 ShuffleNet/Sequential[layer2]/Bottleneck[5]/__add___0" -> "207 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_2";
 "207 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_2" -> "208 ShuffleNet/Sequential[layer2]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_2";
 "208 ShuffleNet/Sequential[layer2]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_2" -> "210 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
 "208 ShuffleNet/Sequential[layer2]/Bottleneck[5]/AsymmetricQuantizer/asymmetric_quantize_2" -> "226 ShuffleNet/Sequential[layer2]/Bottleneck[6]/__add___0";
 "209 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "210 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
-"210 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "211 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0";
-"211 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0" -> "212 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_0";
+"210 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "211 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0";
+"211 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0" -> "212 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_0";
 "212 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_0" -> "213 ShuffleNet/Sequential[layer2]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_0";
 "213 ShuffleNet/Sequential[layer2]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_0" -> "214 ShuffleNet/Sequential[layer2]/Bottleneck[6]/ShuffleBlock[shuffle1]/view_0";
 "214 ShuffleNet/Sequential[layer2]/Bottleneck[6]/ShuffleBlock[shuffle1]/view_0" -> "215 ShuffleNet/Sequential[layer2]/Bottleneck[6]/ShuffleBlock[shuffle1]/permute_0";
 "215 ShuffleNet/Sequential[layer2]/Bottleneck[6]/ShuffleBlock[shuffle1]/permute_0" -> "216 ShuffleNet/Sequential[layer2]/Bottleneck[6]/ShuffleBlock[shuffle1]/view_1";
 "216 ShuffleNet/Sequential[layer2]/Bottleneck[6]/ShuffleBlock[shuffle1]/view_1" -> "218 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
 "217 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "218 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
-"218 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0" -> "219 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0";
-"219 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0" -> "220 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_1";
+"218 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0" -> "219 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0";
+"219 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0" -> "220 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_1";
 "220 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_1" -> "221 ShuffleNet/Sequential[layer2]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_1";
 "221 ShuffleNet/Sequential[layer2]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_1" -> "223 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv3]/conv2d_0";
 "222 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "223 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv3]/conv2d_0";
-"223 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv3]/conv2d_0" -> "224 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn3]/batch_norm_0";
-"224 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn3]/batch_norm_0" -> "225 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"225 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "226 ShuffleNet/Sequential[layer2]/Bottleneck[6]/__add___0";
+"223 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv3]/conv2d_0" -> "224 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn3]/batch_norm_0";
+"224 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn3]/batch_norm_0" -> "225 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"225 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "226 ShuffleNet/Sequential[layer2]/Bottleneck[6]/__add___0";
 "226 ShuffleNet/Sequential[layer2]/Bottleneck[6]/__add___0" -> "227 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_2";
 "227 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_2" -> "228 ShuffleNet/Sequential[layer2]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_2";
 "228 ShuffleNet/Sequential[layer2]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_2" -> "230 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
 "228 ShuffleNet/Sequential[layer2]/Bottleneck[6]/AsymmetricQuantizer/asymmetric_quantize_2" -> "246 ShuffleNet/Sequential[layer2]/Bottleneck[7]/__add___0";
 "229 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "230 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
-"230 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "231 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0";
-"231 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0" -> "232 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_0";
+"230 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "231 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0";
+"231 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0" -> "232 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_0";
 "232 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_0" -> "233 ShuffleNet/Sequential[layer2]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_0";
 "233 ShuffleNet/Sequential[layer2]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_0" -> "234 ShuffleNet/Sequential[layer2]/Bottleneck[7]/ShuffleBlock[shuffle1]/view_0";
 "234 ShuffleNet/Sequential[layer2]/Bottleneck[7]/ShuffleBlock[shuffle1]/view_0" -> "235 ShuffleNet/Sequential[layer2]/Bottleneck[7]/ShuffleBlock[shuffle1]/permute_0";
 "235 ShuffleNet/Sequential[layer2]/Bottleneck[7]/ShuffleBlock[shuffle1]/permute_0" -> "236 ShuffleNet/Sequential[layer2]/Bottleneck[7]/ShuffleBlock[shuffle1]/view_1";
 "236 ShuffleNet/Sequential[layer2]/Bottleneck[7]/ShuffleBlock[shuffle1]/view_1" -> "238 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
 "237 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "238 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
-"238 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0" -> "239 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0";
-"239 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0" -> "240 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_1";
+"238 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0" -> "239 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0";
+"239 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0" -> "240 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_1";
 "240 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_1" -> "241 ShuffleNet/Sequential[layer2]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_1";
 "241 ShuffleNet/Sequential[layer2]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_1" -> "243 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv3]/conv2d_0";
 "242 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "243 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv3]/conv2d_0";
-"243 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv3]/conv2d_0" -> "244 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn3]/batch_norm_0";
-"244 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn3]/batch_norm_0" -> "245 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"245 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "246 ShuffleNet/Sequential[layer2]/Bottleneck[7]/__add___0";
+"243 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv3]/conv2d_0" -> "244 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn3]/batch_norm_0";
+"244 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn3]/batch_norm_0" -> "245 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"245 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "246 ShuffleNet/Sequential[layer2]/Bottleneck[7]/__add___0";
 "246 ShuffleNet/Sequential[layer2]/Bottleneck[7]/__add___0" -> "247 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_2";
 "247 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_2" -> "248 ShuffleNet/Sequential[layer2]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_2";
 "248 ShuffleNet/Sequential[layer2]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_2" -> "250 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "248 ShuffleNet/Sequential[layer2]/Bottleneck[7]/AsymmetricQuantizer/asymmetric_quantize_2" -> "266 ShuffleNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0";
 "249 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "250 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"250 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "251 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"251 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "252 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_0";
+"250 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "251 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"251 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "252 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_0";
 "252 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_0" -> "253 ShuffleNet/Sequential[layer3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "253 ShuffleNet/Sequential[layer3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "254 ShuffleNet/Sequential[layer3]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0";
 "254 ShuffleNet/Sequential[layer3]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0" -> "255 ShuffleNet/Sequential[layer3]/Bottleneck[0]/ShuffleBlock[shuffle1]/permute_0";
 "255 ShuffleNet/Sequential[layer3]/Bottleneck[0]/ShuffleBlock[shuffle1]/permute_0" -> "256 ShuffleNet/Sequential[layer3]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1";
 "256 ShuffleNet/Sequential[layer3]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1" -> "258 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "257 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "258 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"258 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "259 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"259 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "260 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_1";
+"258 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "259 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"259 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "260 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_1";
 "260 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_1" -> "261 ShuffleNet/Sequential[layer3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1";
 "261 ShuffleNet/Sequential[layer3]/Bottleneck[0]/AsymmetricQuantizer/asymmetric_quantize_1" -> "263 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "262 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "263 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"263 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "264 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"264 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "265 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"265 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "268 ShuffleNet/Sequential[layer3]/Bottleneck[0]/cat_0";
+"263 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "264 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"264 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "265 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"265 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "268 ShuffleNet/Sequential[layer3]/Bottleneck[0]/cat_0";
 "266 ShuffleNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0" -> "267 ShuffleNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/AsymmetricQuantizer/asymmetric_quantize_0";
 "267 ShuffleNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/AsymmetricQuantizer/asymmetric_quantize_0" -> "268 ShuffleNet/Sequential[layer3]/Bottleneck[0]/cat_0";
 "268 ShuffleNet/Sequential[layer3]/Bottleneck[0]/cat_0" -> "269 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_2";
 "269 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_2" -> "271 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "269 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_2" -> "287 ShuffleNet/Sequential[layer3]/Bottleneck[1]/__add___0";
 "270 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "271 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"271 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "272 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"272 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "273 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_0";
+"271 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "272 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"272 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "273 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_0";
 "273 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_0" -> "274 ShuffleNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "274 ShuffleNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "275 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0";
 "275 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0" -> "276 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/permute_0";
 "276 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/permute_0" -> "277 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1";
 "277 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1" -> "279 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "278 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "279 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"279 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "280 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"280 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "281 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_1";
+"279 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "280 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"280 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "281 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_1";
 "281 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_1" -> "282 ShuffleNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1";
 "282 ShuffleNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_1" -> "284 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "283 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "284 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"284 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "285 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"285 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "286 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"286 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "287 ShuffleNet/Sequential[layer3]/Bottleneck[1]/__add___0";
+"284 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "285 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"285 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "286 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"286 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "287 ShuffleNet/Sequential[layer3]/Bottleneck[1]/__add___0";
 "287 ShuffleNet/Sequential[layer3]/Bottleneck[1]/__add___0" -> "288 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_2";
 "288 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_2" -> "289 ShuffleNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2";
 "289 ShuffleNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "291 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "289 ShuffleNet/Sequential[layer3]/Bottleneck[1]/AsymmetricQuantizer/asymmetric_quantize_2" -> "307 ShuffleNet/Sequential[layer3]/Bottleneck[2]/__add___0";
 "290 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "291 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"291 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "292 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"292 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "293 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_0";
+"291 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "292 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"292 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "293 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_0";
 "293 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_0" -> "294 ShuffleNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "294 ShuffleNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "295 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0";
 "295 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0" -> "296 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/permute_0";
 "296 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/permute_0" -> "297 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1";
 "297 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1" -> "299 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "298 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "299 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"299 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "300 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"300 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "301 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_1";
+"299 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "300 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"300 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "301 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_1";
 "301 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_1" -> "302 ShuffleNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1";
 "302 ShuffleNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_1" -> "304 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "303 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "304 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"304 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "305 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"305 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "306 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"306 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "307 ShuffleNet/Sequential[layer3]/Bottleneck[2]/__add___0";
+"304 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "305 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"305 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "306 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"306 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "307 ShuffleNet/Sequential[layer3]/Bottleneck[2]/__add___0";
 "307 ShuffleNet/Sequential[layer3]/Bottleneck[2]/__add___0" -> "308 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_2";
 "308 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_2" -> "309 ShuffleNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2";
 "309 ShuffleNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "311 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "309 ShuffleNet/Sequential[layer3]/Bottleneck[2]/AsymmetricQuantizer/asymmetric_quantize_2" -> "327 ShuffleNet/Sequential[layer3]/Bottleneck[3]/__add___0";
 "310 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "311 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"311 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "312 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"312 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "313 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_0";
+"311 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "312 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"312 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "313 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_0";
 "313 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_0" -> "314 ShuffleNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "314 ShuffleNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "315 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0";
 "315 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0" -> "316 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/permute_0";
 "316 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/permute_0" -> "317 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1";
 "317 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1" -> "319 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "318 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "319 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"319 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "320 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"320 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "321 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_1";
+"319 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "320 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"320 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "321 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_1";
 "321 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_1" -> "322 ShuffleNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1";
 "322 ShuffleNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_1" -> "324 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "323 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "324 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"324 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "325 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"325 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "326 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"326 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "327 ShuffleNet/Sequential[layer3]/Bottleneck[3]/__add___0";
+"324 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "325 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"325 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "326 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"326 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "327 ShuffleNet/Sequential[layer3]/Bottleneck[3]/__add___0";
 "327 ShuffleNet/Sequential[layer3]/Bottleneck[3]/__add___0" -> "328 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_2";
 "328 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_2" -> "329 ShuffleNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2";
 "329 ShuffleNet/Sequential[layer3]/Bottleneck[3]/AsymmetricQuantizer/asymmetric_quantize_2" -> "330 ShuffleNet/avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/ssd_mobilenet.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/ssd_mobilenet.dot
index 690f55fd85a..87cd5137722 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/ssd_mobilenet.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/ssd_mobilenet.dot
@@ -5,177 +5,177 @@ strict digraph  {
 "3 MobileNetSSD/unsqueeze_0" [id=3, type=unsqueeze];
 "4 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=4, type=asymmetric_quantize];
 "5 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFConv2d[0]/conv2d_0" [id=5, type=conv2d];
-"6 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/BatchNorm2d[1]/batch_norm_0" [id=6, type=batch_norm];
+"6 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFBatchNorm[1]/batch_norm_0" [id=6, type=batch_norm];
 "7 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/ReLU[2]/relu__0" [id=7, type=relu_];
 "8 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=8, type=asymmetric_quantize];
 "9 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=9, type=asymmetric_quantize];
 "10 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[0]/conv2d_0" [id=10, type=conv2d];
-"11 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/BatchNorm2d[1]/batch_norm_0" [id=11, type=batch_norm];
+"11 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFBatchNorm[1]/batch_norm_0" [id=11, type=batch_norm];
 "12 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[2]/relu__0" [id=12, type=relu_];
 "13 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=13, type=asymmetric_quantize];
 "14 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=14, type=asymmetric_quantize];
 "15 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[3]/conv2d_0" [id=15, type=conv2d];
-"16 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/BatchNorm2d[4]/batch_norm_0" [id=16, type=batch_norm];
+"16 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFBatchNorm[4]/batch_norm_0" [id=16, type=batch_norm];
 "17 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[5]/relu__0" [id=17, type=relu_];
 "18 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=18, type=asymmetric_quantize];
 "19 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=19, type=asymmetric_quantize];
 "20 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[0]/conv2d_0" [id=20, type=conv2d];
-"21 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/BatchNorm2d[1]/batch_norm_0" [id=21, type=batch_norm];
+"21 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFBatchNorm[1]/batch_norm_0" [id=21, type=batch_norm];
 "22 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[2]/relu__0" [id=22, type=relu_];
 "23 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=23, type=asymmetric_quantize];
 "24 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=24, type=asymmetric_quantize];
 "25 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[3]/conv2d_0" [id=25, type=conv2d];
-"26 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/BatchNorm2d[4]/batch_norm_0" [id=26, type=batch_norm];
+"26 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFBatchNorm[4]/batch_norm_0" [id=26, type=batch_norm];
 "27 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[5]/relu__0" [id=27, type=relu_];
 "28 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=28, type=asymmetric_quantize];
 "29 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=29, type=asymmetric_quantize];
 "30 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[0]/conv2d_0" [id=30, type=conv2d];
-"31 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/BatchNorm2d[1]/batch_norm_0" [id=31, type=batch_norm];
+"31 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFBatchNorm[1]/batch_norm_0" [id=31, type=batch_norm];
 "32 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[2]/relu__0" [id=32, type=relu_];
 "33 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=33, type=asymmetric_quantize];
 "34 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=34, type=asymmetric_quantize];
 "35 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[3]/conv2d_0" [id=35, type=conv2d];
-"36 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/BatchNorm2d[4]/batch_norm_0" [id=36, type=batch_norm];
+"36 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFBatchNorm[4]/batch_norm_0" [id=36, type=batch_norm];
 "37 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[5]/relu__0" [id=37, type=relu_];
 "38 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=38, type=asymmetric_quantize];
 "39 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=39, type=asymmetric_quantize];
 "40 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[0]/conv2d_0" [id=40, type=conv2d];
-"41 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/BatchNorm2d[1]/batch_norm_0" [id=41, type=batch_norm];
+"41 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFBatchNorm[1]/batch_norm_0" [id=41, type=batch_norm];
 "42 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[2]/relu__0" [id=42, type=relu_];
 "43 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=43, type=asymmetric_quantize];
 "44 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
 "45 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[3]/conv2d_0" [id=45, type=conv2d];
-"46 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/BatchNorm2d[4]/batch_norm_0" [id=46, type=batch_norm];
+"46 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFBatchNorm[4]/batch_norm_0" [id=46, type=batch_norm];
 "47 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[5]/relu__0" [id=47, type=relu_];
 "48 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=48, type=asymmetric_quantize];
 "49 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=49, type=asymmetric_quantize];
 "50 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[0]/conv2d_0" [id=50, type=conv2d];
-"51 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/BatchNorm2d[1]/batch_norm_0" [id=51, type=batch_norm];
+"51 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFBatchNorm[1]/batch_norm_0" [id=51, type=batch_norm];
 "52 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[2]/relu__0" [id=52, type=relu_];
 "53 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=53, type=asymmetric_quantize];
 "54 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=54, type=asymmetric_quantize];
 "55 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[3]/conv2d_0" [id=55, type=conv2d];
-"56 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/BatchNorm2d[4]/batch_norm_0" [id=56, type=batch_norm];
+"56 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFBatchNorm[4]/batch_norm_0" [id=56, type=batch_norm];
 "57 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[5]/relu__0" [id=57, type=relu_];
 "58 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=58, type=asymmetric_quantize];
 "59 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=59, type=asymmetric_quantize];
 "60 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[0]/conv2d_0" [id=60, type=conv2d];
-"61 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/BatchNorm2d[1]/batch_norm_0" [id=61, type=batch_norm];
+"61 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFBatchNorm[1]/batch_norm_0" [id=61, type=batch_norm];
 "62 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[2]/relu__0" [id=62, type=relu_];
 "63 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=63, type=asymmetric_quantize];
 "64 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=64, type=asymmetric_quantize];
 "65 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[3]/conv2d_0" [id=65, type=conv2d];
-"66 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/BatchNorm2d[4]/batch_norm_0" [id=66, type=batch_norm];
+"66 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFBatchNorm[4]/batch_norm_0" [id=66, type=batch_norm];
 "67 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[5]/relu__0" [id=67, type=relu_];
 "68 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=68, type=asymmetric_quantize];
 "69 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=69, type=asymmetric_quantize];
 "70 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[0]/conv2d_0" [id=70, type=conv2d];
-"71 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/BatchNorm2d[1]/batch_norm_0" [id=71, type=batch_norm];
+"71 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFBatchNorm[1]/batch_norm_0" [id=71, type=batch_norm];
 "72 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[2]/relu__0" [id=72, type=relu_];
 "73 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=73, type=asymmetric_quantize];
 "74 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=74, type=asymmetric_quantize];
 "75 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[3]/conv2d_0" [id=75, type=conv2d];
-"76 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/BatchNorm2d[4]/batch_norm_0" [id=76, type=batch_norm];
+"76 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFBatchNorm[4]/batch_norm_0" [id=76, type=batch_norm];
 "77 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[5]/relu__0" [id=77, type=relu_];
 "78 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=78, type=asymmetric_quantize];
 "79 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=79, type=asymmetric_quantize];
 "80 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[0]/conv2d_0" [id=80, type=conv2d];
-"81 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/BatchNorm2d[1]/batch_norm_0" [id=81, type=batch_norm];
+"81 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFBatchNorm[1]/batch_norm_0" [id=81, type=batch_norm];
 "82 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[2]/relu__0" [id=82, type=relu_];
 "83 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=83, type=asymmetric_quantize];
 "84 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=84, type=asymmetric_quantize];
 "85 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[3]/conv2d_0" [id=85, type=conv2d];
-"86 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/BatchNorm2d[4]/batch_norm_0" [id=86, type=batch_norm];
+"86 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFBatchNorm[4]/batch_norm_0" [id=86, type=batch_norm];
 "87 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[5]/relu__0" [id=87, type=relu_];
 "88 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=88, type=asymmetric_quantize];
 "89 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=89, type=asymmetric_quantize];
 "90 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[0]/conv2d_0" [id=90, type=conv2d];
-"91 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/BatchNorm2d[1]/batch_norm_0" [id=91, type=batch_norm];
+"91 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFBatchNorm[1]/batch_norm_0" [id=91, type=batch_norm];
 "92 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[2]/relu__0" [id=92, type=relu_];
 "93 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=93, type=asymmetric_quantize];
 "94 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=94, type=asymmetric_quantize];
 "95 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[3]/conv2d_0" [id=95, type=conv2d];
-"96 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/BatchNorm2d[4]/batch_norm_0" [id=96, type=batch_norm];
+"96 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFBatchNorm[4]/batch_norm_0" [id=96, type=batch_norm];
 "97 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[5]/relu__0" [id=97, type=relu_];
 "98 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=98, type=asymmetric_quantize];
 "99 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=99, type=asymmetric_quantize];
 "100 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[0]/conv2d_0" [id=100, type=conv2d];
-"101 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/BatchNorm2d[1]/batch_norm_0" [id=101, type=batch_norm];
+"101 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFBatchNorm[1]/batch_norm_0" [id=101, type=batch_norm];
 "102 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[2]/relu__0" [id=102, type=relu_];
 "103 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=103, type=asymmetric_quantize];
 "104 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=104, type=asymmetric_quantize];
 "105 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[3]/conv2d_0" [id=105, type=conv2d];
-"106 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/BatchNorm2d[4]/batch_norm_0" [id=106, type=batch_norm];
+"106 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFBatchNorm[4]/batch_norm_0" [id=106, type=batch_norm];
 "107 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[5]/relu__0" [id=107, type=relu_];
 "108 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=108, type=asymmetric_quantize];
 "109 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=109, type=asymmetric_quantize];
 "110 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[0]/conv2d_0" [id=110, type=conv2d];
-"111 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/BatchNorm2d[1]/batch_norm_0" [id=111, type=batch_norm];
+"111 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFBatchNorm[1]/batch_norm_0" [id=111, type=batch_norm];
 "112 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[2]/relu__0" [id=112, type=relu_];
 "113 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=113, type=asymmetric_quantize];
 "114 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=114, type=asymmetric_quantize];
 "115 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[3]/conv2d_0" [id=115, type=conv2d];
-"116 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/BatchNorm2d[4]/batch_norm_0" [id=116, type=batch_norm];
+"116 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFBatchNorm[4]/batch_norm_0" [id=116, type=batch_norm];
 "117 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/relu__0" [id=117, type=relu_];
 "118 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=118, type=asymmetric_quantize];
 "119 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=119, type=asymmetric_quantize];
 "120 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[0]/conv2d_0" [id=120, type=conv2d];
-"121 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/BatchNorm2d[1]/batch_norm_0" [id=121, type=batch_norm];
+"121 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFBatchNorm[1]/batch_norm_0" [id=121, type=batch_norm];
 "122 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[2]/relu__0" [id=122, type=relu_];
 "123 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=123, type=asymmetric_quantize];
 "124 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=124, type=asymmetric_quantize];
 "125 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[3]/conv2d_0" [id=125, type=conv2d];
-"126 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/BatchNorm2d[4]/batch_norm_0" [id=126, type=batch_norm];
+"126 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFBatchNorm[4]/batch_norm_0" [id=126, type=batch_norm];
 "127 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[5]/relu__0" [id=127, type=relu_];
 "128 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=128, type=asymmetric_quantize];
 "129 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=129, type=asymmetric_quantize];
 "130 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[0]/conv2d_0" [id=130, type=conv2d];
-"131 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/BatchNorm2d[1]/batch_norm_0" [id=131, type=batch_norm];
+"131 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFBatchNorm[1]/batch_norm_0" [id=131, type=batch_norm];
 "132 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[2]/relu__0" [id=132, type=relu_];
 "133 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=133, type=asymmetric_quantize];
 "134 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=134, type=asymmetric_quantize];
 "135 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[3]/conv2d_0" [id=135, type=conv2d];
-"136 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/BatchNorm2d[4]/batch_norm_0" [id=136, type=batch_norm];
+"136 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFBatchNorm[4]/batch_norm_0" [id=136, type=batch_norm];
 "137 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/relu__0" [id=137, type=relu_];
 "138 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=138, type=asymmetric_quantize];
 "139 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=139, type=asymmetric_quantize];
 "140 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFConv2d[0]/conv2d_0" [id=140, type=conv2d];
-"141 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/BatchNorm2d[1]/batch_norm_0" [id=141, type=batch_norm];
+"141 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFBatchNorm[1]/batch_norm_0" [id=141, type=batch_norm];
 "142 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/ReLU[2]/relu__0" [id=142, type=relu_];
 "143 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=143, type=asymmetric_quantize];
 "144 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=144, type=asymmetric_quantize];
 "145 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFConv2d[0]/conv2d_0" [id=145, type=conv2d];
-"146 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/BatchNorm2d[1]/batch_norm_0" [id=146, type=batch_norm];
+"146 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFBatchNorm[1]/batch_norm_0" [id=146, type=batch_norm];
 "147 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/relu__0" [id=147, type=relu_];
 "148 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=148, type=asymmetric_quantize];
 "149 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=149, type=asymmetric_quantize];
 "150 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFConv2d[0]/conv2d_0" [id=150, type=conv2d];
-"151 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/BatchNorm2d[1]/batch_norm_0" [id=151, type=batch_norm];
+"151 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFBatchNorm[1]/batch_norm_0" [id=151, type=batch_norm];
 "152 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/ReLU[2]/relu__0" [id=152, type=relu_];
 "153 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=153, type=asymmetric_quantize];
 "154 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=154, type=asymmetric_quantize];
 "155 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFConv2d[0]/conv2d_0" [id=155, type=conv2d];
-"156 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/BatchNorm2d[1]/batch_norm_0" [id=156, type=batch_norm];
+"156 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFBatchNorm[1]/batch_norm_0" [id=156, type=batch_norm];
 "157 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/relu__0" [id=157, type=relu_];
 "158 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=158, type=asymmetric_quantize];
 "159 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=159, type=asymmetric_quantize];
 "160 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFConv2d[0]/conv2d_0" [id=160, type=conv2d];
-"161 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/BatchNorm2d[1]/batch_norm_0" [id=161, type=batch_norm];
+"161 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFBatchNorm[1]/batch_norm_0" [id=161, type=batch_norm];
 "162 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/ReLU[2]/relu__0" [id=162, type=relu_];
 "163 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=163, type=asymmetric_quantize];
 "164 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=164, type=asymmetric_quantize];
 "165 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFConv2d[0]/conv2d_0" [id=165, type=conv2d];
-"166 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/BatchNorm2d[1]/batch_norm_0" [id=166, type=batch_norm];
+"166 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFBatchNorm[1]/batch_norm_0" [id=166, type=batch_norm];
 "167 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/relu__0" [id=167, type=relu_];
 "168 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=168, type=asymmetric_quantize];
 "169 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=169, type=asymmetric_quantize];
 "170 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFConv2d[0]/conv2d_0" [id=170, type=conv2d];
-"171 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/BatchNorm2d[1]/batch_norm_0" [id=171, type=batch_norm];
+"171 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFBatchNorm[1]/batch_norm_0" [id=171, type=batch_norm];
 "172 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/ReLU[2]/relu__0" [id=172, type=relu_];
 "173 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=173, type=asymmetric_quantize];
 "174 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=174, type=asymmetric_quantize];
 "175 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFConv2d[0]/conv2d_0" [id=175, type=conv2d];
-"176 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/BatchNorm2d[1]/batch_norm_0" [id=176, type=batch_norm];
+"176 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFBatchNorm[1]/batch_norm_0" [id=176, type=batch_norm];
 "177 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/relu__0" [id=177, type=relu_];
 "178 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=178, type=asymmetric_quantize];
 "179 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[0]/NNCFConv2d[loc]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=179, type=asymmetric_quantize];
@@ -239,188 +239,188 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "5 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFConv2d[0]/conv2d_0";
 "2 MobileNetSSD/__getitem___0" -> "3 MobileNetSSD/unsqueeze_0";
 "4 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "5 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFConv2d[0]/conv2d_0";
-"5 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFConv2d[0]/conv2d_0" -> "6 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/BatchNorm2d[1]/batch_norm_0";
-"6 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/BatchNorm2d[1]/batch_norm_0" -> "7 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/ReLU[2]/relu__0";
+"5 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFConv2d[0]/conv2d_0" -> "6 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFBatchNorm[1]/batch_norm_0";
+"6 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFBatchNorm[1]/batch_norm_0" -> "7 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/ReLU[2]/relu__0";
 "7 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/ReLU[2]/relu__0" -> "8 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "8 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "10 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[0]/conv2d_0";
 "9 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "10 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[0]/conv2d_0";
-"10 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[0]/conv2d_0" -> "11 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/BatchNorm2d[1]/batch_norm_0";
-"11 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/BatchNorm2d[1]/batch_norm_0" -> "12 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[2]/relu__0";
+"10 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[0]/conv2d_0" -> "11 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFBatchNorm[1]/batch_norm_0";
+"11 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFBatchNorm[1]/batch_norm_0" -> "12 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[2]/relu__0";
 "12 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[2]/relu__0" -> "13 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "13 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "15 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[3]/conv2d_0";
 "14 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "15 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[3]/conv2d_0";
-"15 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[3]/conv2d_0" -> "16 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/BatchNorm2d[4]/batch_norm_0";
-"16 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/BatchNorm2d[4]/batch_norm_0" -> "17 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[5]/relu__0";
+"15 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[3]/conv2d_0" -> "16 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFBatchNorm[4]/batch_norm_0";
+"16 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFBatchNorm[4]/batch_norm_0" -> "17 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[5]/relu__0";
 "17 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[5]/relu__0" -> "18 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "18 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "20 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[0]/conv2d_0";
 "19 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "20 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[0]/conv2d_0";
-"20 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[0]/conv2d_0" -> "21 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/BatchNorm2d[1]/batch_norm_0";
-"21 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/BatchNorm2d[1]/batch_norm_0" -> "22 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[2]/relu__0";
+"20 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[0]/conv2d_0" -> "21 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFBatchNorm[1]/batch_norm_0";
+"21 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFBatchNorm[1]/batch_norm_0" -> "22 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[2]/relu__0";
 "22 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[2]/relu__0" -> "23 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "23 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "25 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[3]/conv2d_0";
 "24 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "25 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[3]/conv2d_0";
-"25 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[3]/conv2d_0" -> "26 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/BatchNorm2d[4]/batch_norm_0";
-"26 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/BatchNorm2d[4]/batch_norm_0" -> "27 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[5]/relu__0";
+"25 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[3]/conv2d_0" -> "26 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFBatchNorm[4]/batch_norm_0";
+"26 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFBatchNorm[4]/batch_norm_0" -> "27 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[5]/relu__0";
 "27 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[5]/relu__0" -> "28 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "28 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "30 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[0]/conv2d_0";
 "29 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "30 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[0]/conv2d_0";
-"30 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[0]/conv2d_0" -> "31 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/BatchNorm2d[1]/batch_norm_0";
-"31 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/BatchNorm2d[1]/batch_norm_0" -> "32 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[2]/relu__0";
+"30 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[0]/conv2d_0" -> "31 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFBatchNorm[1]/batch_norm_0";
+"31 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFBatchNorm[1]/batch_norm_0" -> "32 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[2]/relu__0";
 "32 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[2]/relu__0" -> "33 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "33 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "35 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[3]/conv2d_0";
 "34 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "35 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[3]/conv2d_0";
-"35 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[3]/conv2d_0" -> "36 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/BatchNorm2d[4]/batch_norm_0";
-"36 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/BatchNorm2d[4]/batch_norm_0" -> "37 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[5]/relu__0";
+"35 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[3]/conv2d_0" -> "36 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFBatchNorm[4]/batch_norm_0";
+"36 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFBatchNorm[4]/batch_norm_0" -> "37 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[5]/relu__0";
 "37 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[5]/relu__0" -> "38 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "38 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "40 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[0]/conv2d_0";
 "39 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "40 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[0]/conv2d_0";
-"40 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[0]/conv2d_0" -> "41 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/BatchNorm2d[1]/batch_norm_0";
-"41 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/BatchNorm2d[1]/batch_norm_0" -> "42 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[2]/relu__0";
+"40 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[0]/conv2d_0" -> "41 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFBatchNorm[1]/batch_norm_0";
+"41 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFBatchNorm[1]/batch_norm_0" -> "42 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[2]/relu__0";
 "42 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[2]/relu__0" -> "43 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "43 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[3]/conv2d_0";
 "44 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "45 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[3]/conv2d_0";
-"45 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[3]/conv2d_0" -> "46 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/BatchNorm2d[4]/batch_norm_0";
-"46 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/BatchNorm2d[4]/batch_norm_0" -> "47 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[5]/relu__0";
+"45 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[3]/conv2d_0" -> "46 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFBatchNorm[4]/batch_norm_0";
+"46 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFBatchNorm[4]/batch_norm_0" -> "47 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[5]/relu__0";
 "47 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[5]/relu__0" -> "48 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "48 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "50 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[0]/conv2d_0";
 "49 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "50 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[0]/conv2d_0";
-"50 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[0]/conv2d_0" -> "51 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/BatchNorm2d[1]/batch_norm_0";
-"51 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/BatchNorm2d[1]/batch_norm_0" -> "52 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[2]/relu__0";
+"50 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[0]/conv2d_0" -> "51 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFBatchNorm[1]/batch_norm_0";
+"51 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFBatchNorm[1]/batch_norm_0" -> "52 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[2]/relu__0";
 "52 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[2]/relu__0" -> "53 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "53 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "55 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[3]/conv2d_0";
 "54 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "55 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[3]/conv2d_0";
-"55 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[3]/conv2d_0" -> "56 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/BatchNorm2d[4]/batch_norm_0";
-"56 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/BatchNorm2d[4]/batch_norm_0" -> "57 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[5]/relu__0";
+"55 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[3]/conv2d_0" -> "56 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFBatchNorm[4]/batch_norm_0";
+"56 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFBatchNorm[4]/batch_norm_0" -> "57 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[5]/relu__0";
 "57 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[5]/relu__0" -> "58 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "58 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "60 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[0]/conv2d_0";
 "59 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "60 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[0]/conv2d_0";
-"60 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[0]/conv2d_0" -> "61 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/BatchNorm2d[1]/batch_norm_0";
-"61 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/BatchNorm2d[1]/batch_norm_0" -> "62 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[2]/relu__0";
+"60 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[0]/conv2d_0" -> "61 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFBatchNorm[1]/batch_norm_0";
+"61 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFBatchNorm[1]/batch_norm_0" -> "62 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[2]/relu__0";
 "62 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[2]/relu__0" -> "63 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "63 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "65 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[3]/conv2d_0";
 "64 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "65 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[3]/conv2d_0";
-"65 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[3]/conv2d_0" -> "66 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/BatchNorm2d[4]/batch_norm_0";
-"66 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/BatchNorm2d[4]/batch_norm_0" -> "67 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[5]/relu__0";
+"65 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[3]/conv2d_0" -> "66 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFBatchNorm[4]/batch_norm_0";
+"66 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFBatchNorm[4]/batch_norm_0" -> "67 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[5]/relu__0";
 "67 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[5]/relu__0" -> "68 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "68 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "70 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[0]/conv2d_0";
 "69 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "70 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[0]/conv2d_0";
-"70 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[0]/conv2d_0" -> "71 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/BatchNorm2d[1]/batch_norm_0";
-"71 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/BatchNorm2d[1]/batch_norm_0" -> "72 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[2]/relu__0";
+"70 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[0]/conv2d_0" -> "71 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFBatchNorm[1]/batch_norm_0";
+"71 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFBatchNorm[1]/batch_norm_0" -> "72 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[2]/relu__0";
 "72 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[2]/relu__0" -> "73 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "73 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "75 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[3]/conv2d_0";
 "74 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "75 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[3]/conv2d_0";
-"75 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[3]/conv2d_0" -> "76 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/BatchNorm2d[4]/batch_norm_0";
-"76 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/BatchNorm2d[4]/batch_norm_0" -> "77 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[5]/relu__0";
+"75 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[3]/conv2d_0" -> "76 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFBatchNorm[4]/batch_norm_0";
+"76 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFBatchNorm[4]/batch_norm_0" -> "77 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[5]/relu__0";
 "77 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[5]/relu__0" -> "78 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "78 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "80 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[0]/conv2d_0";
 "79 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "80 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[0]/conv2d_0";
-"80 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[0]/conv2d_0" -> "81 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/BatchNorm2d[1]/batch_norm_0";
-"81 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/BatchNorm2d[1]/batch_norm_0" -> "82 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[2]/relu__0";
+"80 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[0]/conv2d_0" -> "81 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFBatchNorm[1]/batch_norm_0";
+"81 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFBatchNorm[1]/batch_norm_0" -> "82 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[2]/relu__0";
 "82 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[2]/relu__0" -> "83 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "83 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "85 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[3]/conv2d_0";
 "84 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "85 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[3]/conv2d_0";
-"85 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[3]/conv2d_0" -> "86 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/BatchNorm2d[4]/batch_norm_0";
-"86 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/BatchNorm2d[4]/batch_norm_0" -> "87 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[5]/relu__0";
+"85 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[3]/conv2d_0" -> "86 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFBatchNorm[4]/batch_norm_0";
+"86 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFBatchNorm[4]/batch_norm_0" -> "87 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[5]/relu__0";
 "87 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[5]/relu__0" -> "88 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "88 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "90 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[0]/conv2d_0";
 "89 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "90 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[0]/conv2d_0";
-"90 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[0]/conv2d_0" -> "91 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/BatchNorm2d[1]/batch_norm_0";
-"91 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/BatchNorm2d[1]/batch_norm_0" -> "92 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[2]/relu__0";
+"90 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[0]/conv2d_0" -> "91 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFBatchNorm[1]/batch_norm_0";
+"91 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFBatchNorm[1]/batch_norm_0" -> "92 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[2]/relu__0";
 "92 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[2]/relu__0" -> "93 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "93 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "95 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[3]/conv2d_0";
 "94 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "95 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[3]/conv2d_0";
-"95 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[3]/conv2d_0" -> "96 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/BatchNorm2d[4]/batch_norm_0";
-"96 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/BatchNorm2d[4]/batch_norm_0" -> "97 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[5]/relu__0";
+"95 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[3]/conv2d_0" -> "96 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFBatchNorm[4]/batch_norm_0";
+"96 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFBatchNorm[4]/batch_norm_0" -> "97 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[5]/relu__0";
 "97 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[5]/relu__0" -> "98 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "98 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "100 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[0]/conv2d_0";
 "99 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "100 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[0]/conv2d_0";
-"100 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[0]/conv2d_0" -> "101 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/BatchNorm2d[1]/batch_norm_0";
-"101 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/BatchNorm2d[1]/batch_norm_0" -> "102 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[2]/relu__0";
+"100 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[0]/conv2d_0" -> "101 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFBatchNorm[1]/batch_norm_0";
+"101 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFBatchNorm[1]/batch_norm_0" -> "102 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[2]/relu__0";
 "102 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[2]/relu__0" -> "103 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "103 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "105 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[3]/conv2d_0";
 "104 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "105 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[3]/conv2d_0";
-"105 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[3]/conv2d_0" -> "106 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/BatchNorm2d[4]/batch_norm_0";
-"106 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/BatchNorm2d[4]/batch_norm_0" -> "107 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[5]/relu__0";
+"105 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[3]/conv2d_0" -> "106 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFBatchNorm[4]/batch_norm_0";
+"106 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFBatchNorm[4]/batch_norm_0" -> "107 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[5]/relu__0";
 "107 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[5]/relu__0" -> "108 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "108 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "110 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[0]/conv2d_0";
 "109 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "110 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[0]/conv2d_0";
-"110 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[0]/conv2d_0" -> "111 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/BatchNorm2d[1]/batch_norm_0";
-"111 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/BatchNorm2d[1]/batch_norm_0" -> "112 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[2]/relu__0";
+"110 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[0]/conv2d_0" -> "111 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFBatchNorm[1]/batch_norm_0";
+"111 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFBatchNorm[1]/batch_norm_0" -> "112 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[2]/relu__0";
 "112 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[2]/relu__0" -> "113 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "113 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "115 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[3]/conv2d_0";
 "114 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "115 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[3]/conv2d_0";
-"115 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[3]/conv2d_0" -> "116 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/BatchNorm2d[4]/batch_norm_0";
-"116 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/BatchNorm2d[4]/batch_norm_0" -> "117 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/relu__0";
+"115 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[3]/conv2d_0" -> "116 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFBatchNorm[4]/batch_norm_0";
+"116 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFBatchNorm[4]/batch_norm_0" -> "117 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/relu__0";
 "117 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/relu__0" -> "118 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "118 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "120 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[0]/conv2d_0";
 "118 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "180 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[0]/NNCFConv2d[loc]/conv2d_0";
 "118 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "182 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[0]/NNCFConv2d[conf]/conv2d_0";
 "119 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "120 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[0]/conv2d_0";
-"120 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[0]/conv2d_0" -> "121 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/BatchNorm2d[1]/batch_norm_0";
-"121 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/BatchNorm2d[1]/batch_norm_0" -> "122 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[2]/relu__0";
+"120 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[0]/conv2d_0" -> "121 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFBatchNorm[1]/batch_norm_0";
+"121 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFBatchNorm[1]/batch_norm_0" -> "122 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[2]/relu__0";
 "122 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[2]/relu__0" -> "123 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "123 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "125 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[3]/conv2d_0";
 "124 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "125 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[3]/conv2d_0";
-"125 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[3]/conv2d_0" -> "126 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/BatchNorm2d[4]/batch_norm_0";
-"126 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/BatchNorm2d[4]/batch_norm_0" -> "127 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[5]/relu__0";
+"125 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[3]/conv2d_0" -> "126 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFBatchNorm[4]/batch_norm_0";
+"126 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFBatchNorm[4]/batch_norm_0" -> "127 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[5]/relu__0";
 "127 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[5]/relu__0" -> "128 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "128 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "130 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[0]/conv2d_0";
 "129 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "130 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[0]/conv2d_0";
-"130 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[0]/conv2d_0" -> "131 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/BatchNorm2d[1]/batch_norm_0";
-"131 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/BatchNorm2d[1]/batch_norm_0" -> "132 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[2]/relu__0";
+"130 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[0]/conv2d_0" -> "131 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFBatchNorm[1]/batch_norm_0";
+"131 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFBatchNorm[1]/batch_norm_0" -> "132 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[2]/relu__0";
 "132 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[2]/relu__0" -> "133 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "133 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "135 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[3]/conv2d_0";
 "134 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "135 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[3]/conv2d_0";
-"135 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[3]/conv2d_0" -> "136 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/BatchNorm2d[4]/batch_norm_0";
-"136 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/BatchNorm2d[4]/batch_norm_0" -> "137 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/relu__0";
+"135 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[3]/conv2d_0" -> "136 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFBatchNorm[4]/batch_norm_0";
+"136 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFBatchNorm[4]/batch_norm_0" -> "137 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/relu__0";
 "137 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/relu__0" -> "138 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "138 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "140 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFConv2d[0]/conv2d_0";
 "138 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "186 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[1]/NNCFConv2d[loc]/conv2d_0";
 "138 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "188 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[1]/NNCFConv2d[conf]/conv2d_0";
 "139 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "140 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFConv2d[0]/conv2d_0";
-"140 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFConv2d[0]/conv2d_0" -> "141 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/BatchNorm2d[1]/batch_norm_0";
-"141 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/BatchNorm2d[1]/batch_norm_0" -> "142 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/ReLU[2]/relu__0";
+"140 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFConv2d[0]/conv2d_0" -> "141 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFBatchNorm[1]/batch_norm_0";
+"141 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFBatchNorm[1]/batch_norm_0" -> "142 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/ReLU[2]/relu__0";
 "142 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/ReLU[2]/relu__0" -> "143 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "143 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "145 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFConv2d[0]/conv2d_0";
 "144 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "145 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFConv2d[0]/conv2d_0";
-"145 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFConv2d[0]/conv2d_0" -> "146 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/BatchNorm2d[1]/batch_norm_0";
-"146 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/BatchNorm2d[1]/batch_norm_0" -> "147 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/relu__0";
+"145 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFConv2d[0]/conv2d_0" -> "146 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFBatchNorm[1]/batch_norm_0";
+"146 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFBatchNorm[1]/batch_norm_0" -> "147 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/relu__0";
 "147 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/relu__0" -> "148 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "148 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "150 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFConv2d[0]/conv2d_0";
 "148 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "192 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[2]/NNCFConv2d[loc]/conv2d_0";
 "148 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "194 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[2]/NNCFConv2d[conf]/conv2d_0";
 "149 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "150 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFConv2d[0]/conv2d_0";
-"150 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFConv2d[0]/conv2d_0" -> "151 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/BatchNorm2d[1]/batch_norm_0";
-"151 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/BatchNorm2d[1]/batch_norm_0" -> "152 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/ReLU[2]/relu__0";
+"150 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFConv2d[0]/conv2d_0" -> "151 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFBatchNorm[1]/batch_norm_0";
+"151 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFBatchNorm[1]/batch_norm_0" -> "152 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/ReLU[2]/relu__0";
 "152 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/ReLU[2]/relu__0" -> "153 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "153 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "155 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFConv2d[0]/conv2d_0";
 "154 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "155 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFConv2d[0]/conv2d_0";
-"155 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/BatchNorm2d[1]/batch_norm_0";
-"156 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/BatchNorm2d[1]/batch_norm_0" -> "157 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/relu__0";
+"155 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFBatchNorm[1]/batch_norm_0";
+"156 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFBatchNorm[1]/batch_norm_0" -> "157 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/relu__0";
 "157 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/relu__0" -> "158 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "158 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "160 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFConv2d[0]/conv2d_0";
 "158 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[3]/NNCFConv2d[loc]/conv2d_0";
 "158 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "200 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[3]/NNCFConv2d[conf]/conv2d_0";
 "159 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "160 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFConv2d[0]/conv2d_0";
-"160 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/BatchNorm2d[1]/batch_norm_0";
-"161 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/BatchNorm2d[1]/batch_norm_0" -> "162 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/ReLU[2]/relu__0";
+"160 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFBatchNorm[1]/batch_norm_0";
+"161 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFBatchNorm[1]/batch_norm_0" -> "162 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/ReLU[2]/relu__0";
 "162 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/ReLU[2]/relu__0" -> "163 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "163 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "165 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFConv2d[0]/conv2d_0";
 "164 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "165 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFConv2d[0]/conv2d_0";
-"165 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFConv2d[0]/conv2d_0" -> "166 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/BatchNorm2d[1]/batch_norm_0";
-"166 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/BatchNorm2d[1]/batch_norm_0" -> "167 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/relu__0";
+"165 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFConv2d[0]/conv2d_0" -> "166 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFBatchNorm[1]/batch_norm_0";
+"166 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFBatchNorm[1]/batch_norm_0" -> "167 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/relu__0";
 "167 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/relu__0" -> "168 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "168 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "170 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFConv2d[0]/conv2d_0";
 "168 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "204 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[4]/NNCFConv2d[loc]/conv2d_0";
 "168 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "206 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[4]/NNCFConv2d[conf]/conv2d_0";
 "169 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "170 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFConv2d[0]/conv2d_0";
-"170 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFConv2d[0]/conv2d_0" -> "171 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/BatchNorm2d[1]/batch_norm_0";
-"171 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/BatchNorm2d[1]/batch_norm_0" -> "172 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/ReLU[2]/relu__0";
+"170 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFConv2d[0]/conv2d_0" -> "171 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFBatchNorm[1]/batch_norm_0";
+"171 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFBatchNorm[1]/batch_norm_0" -> "172 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/ReLU[2]/relu__0";
 "172 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/ReLU[2]/relu__0" -> "173 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "173 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "175 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFConv2d[0]/conv2d_0";
 "174 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "175 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFConv2d[0]/conv2d_0";
-"175 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFConv2d[0]/conv2d_0" -> "176 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/BatchNorm2d[1]/batch_norm_0";
-"176 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/BatchNorm2d[1]/batch_norm_0" -> "177 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/relu__0";
+"175 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFConv2d[0]/conv2d_0" -> "176 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFBatchNorm[1]/batch_norm_0";
+"176 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFBatchNorm[1]/batch_norm_0" -> "177 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/relu__0";
 "177 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/relu__0" -> "178 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "178 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "210 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[5]/NNCFConv2d[loc]/conv2d_0";
 "178 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "212 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[5]/NNCFConv2d[conf]/conv2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/ssd_vgg.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/ssd_vgg.dot
index 84bb27cff22..7fdd9763337 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/ssd_vgg.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/ssd_vgg.dot
@@ -5,82 +5,82 @@ strict digraph  {
 "3 SSD_VGG/unsqueeze_0" [id=3, type=unsqueeze];
 "4 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=4, type=asymmetric_quantize];
 "5 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[0]/conv2d_0" [id=5, type=conv2d];
-"6 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[1]/batch_norm_0" [id=6, type=batch_norm];
+"6 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[1]/batch_norm_0" [id=6, type=batch_norm];
 "7 SSD_VGG/MultiOutputSequential[basenet]/ReLU[2]/relu__0" [id=7, type=relu_];
 "8 SSD_VGG/MultiOutputSequential[basenet]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=8, type=asymmetric_quantize];
 "9 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=9, type=asymmetric_quantize];
 "10 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[3]/conv2d_0" [id=10, type=conv2d];
-"11 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[4]/batch_norm_0" [id=11, type=batch_norm];
+"11 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[4]/batch_norm_0" [id=11, type=batch_norm];
 "12 SSD_VGG/MultiOutputSequential[basenet]/ReLU[5]/relu__0" [id=12, type=relu_];
 "13 SSD_VGG/MultiOutputSequential[basenet]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=13, type=asymmetric_quantize];
 "14 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[6]/max_pool2d_0" [id=14, type=max_pool2d];
 "15 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[7]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=15, type=asymmetric_quantize];
 "16 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[7]/conv2d_0" [id=16, type=conv2d];
-"17 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[8]/batch_norm_0" [id=17, type=batch_norm];
+"17 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[8]/batch_norm_0" [id=17, type=batch_norm];
 "18 SSD_VGG/MultiOutputSequential[basenet]/ReLU[9]/relu__0" [id=18, type=relu_];
 "19 SSD_VGG/MultiOutputSequential[basenet]/ReLU[9]/AsymmetricQuantizer/asymmetric_quantize_0" [id=19, type=asymmetric_quantize];
 "20 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[10]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=20, type=asymmetric_quantize];
 "21 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[10]/conv2d_0" [id=21, type=conv2d];
-"22 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[11]/batch_norm_0" [id=22, type=batch_norm];
+"22 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[11]/batch_norm_0" [id=22, type=batch_norm];
 "23 SSD_VGG/MultiOutputSequential[basenet]/ReLU[12]/relu__0" [id=23, type=relu_];
 "24 SSD_VGG/MultiOutputSequential[basenet]/ReLU[12]/AsymmetricQuantizer/asymmetric_quantize_0" [id=24, type=asymmetric_quantize];
 "25 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[13]/max_pool2d_0" [id=25, type=max_pool2d];
 "26 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[14]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=26, type=asymmetric_quantize];
 "27 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[14]/conv2d_0" [id=27, type=conv2d];
-"28 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[15]/batch_norm_0" [id=28, type=batch_norm];
+"28 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[15]/batch_norm_0" [id=28, type=batch_norm];
 "29 SSD_VGG/MultiOutputSequential[basenet]/ReLU[16]/relu__0" [id=29, type=relu_];
 "30 SSD_VGG/MultiOutputSequential[basenet]/ReLU[16]/AsymmetricQuantizer/asymmetric_quantize_0" [id=30, type=asymmetric_quantize];
 "31 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[17]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=31, type=asymmetric_quantize];
 "32 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[17]/conv2d_0" [id=32, type=conv2d];
-"33 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[18]/batch_norm_0" [id=33, type=batch_norm];
+"33 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[18]/batch_norm_0" [id=33, type=batch_norm];
 "34 SSD_VGG/MultiOutputSequential[basenet]/ReLU[19]/relu__0" [id=34, type=relu_];
 "35 SSD_VGG/MultiOutputSequential[basenet]/ReLU[19]/AsymmetricQuantizer/asymmetric_quantize_0" [id=35, type=asymmetric_quantize];
 "36 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[20]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=36, type=asymmetric_quantize];
 "37 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[20]/conv2d_0" [id=37, type=conv2d];
-"38 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[21]/batch_norm_0" [id=38, type=batch_norm];
+"38 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[21]/batch_norm_0" [id=38, type=batch_norm];
 "39 SSD_VGG/MultiOutputSequential[basenet]/ReLU[22]/relu__0" [id=39, type=relu_];
 "40 SSD_VGG/MultiOutputSequential[basenet]/ReLU[22]/AsymmetricQuantizer/asymmetric_quantize_0" [id=40, type=asymmetric_quantize];
 "41 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[23]/max_pool2d_0" [id=41, type=max_pool2d];
 "42 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[24]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=42, type=asymmetric_quantize];
 "43 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[24]/conv2d_0" [id=43, type=conv2d];
-"44 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[25]/batch_norm_0" [id=44, type=batch_norm];
+"44 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[25]/batch_norm_0" [id=44, type=batch_norm];
 "45 SSD_VGG/MultiOutputSequential[basenet]/ReLU[26]/relu__0" [id=45, type=relu_];
 "46 SSD_VGG/MultiOutputSequential[basenet]/ReLU[26]/AsymmetricQuantizer/asymmetric_quantize_0" [id=46, type=asymmetric_quantize];
 "47 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[27]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=47, type=asymmetric_quantize];
 "48 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[27]/conv2d_0" [id=48, type=conv2d];
-"49 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[28]/batch_norm_0" [id=49, type=batch_norm];
+"49 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[28]/batch_norm_0" [id=49, type=batch_norm];
 "50 SSD_VGG/MultiOutputSequential[basenet]/ReLU[29]/relu__0" [id=50, type=relu_];
 "51 SSD_VGG/MultiOutputSequential[basenet]/ReLU[29]/AsymmetricQuantizer/asymmetric_quantize_0" [id=51, type=asymmetric_quantize];
 "52 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[30]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=52, type=asymmetric_quantize];
 "53 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[30]/conv2d_0" [id=53, type=conv2d];
-"54 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[31]/batch_norm_0" [id=54, type=batch_norm];
+"54 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[31]/batch_norm_0" [id=54, type=batch_norm];
 "55 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/relu__0" [id=55, type=relu_];
 "56 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/AsymmetricQuantizer/asymmetric_quantize_0" [id=56, type=asymmetric_quantize];
 "57 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[33]/max_pool2d_0" [id=57, type=max_pool2d];
 "58 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[34]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=58, type=asymmetric_quantize];
 "59 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[34]/conv2d_0" [id=59, type=conv2d];
-"60 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[35]/batch_norm_0" [id=60, type=batch_norm];
+"60 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[35]/batch_norm_0" [id=60, type=batch_norm];
 "61 SSD_VGG/MultiOutputSequential[basenet]/ReLU[36]/relu__0" [id=61, type=relu_];
 "62 SSD_VGG/MultiOutputSequential[basenet]/ReLU[36]/AsymmetricQuantizer/asymmetric_quantize_0" [id=62, type=asymmetric_quantize];
 "63 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[37]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=63, type=asymmetric_quantize];
 "64 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[37]/conv2d_0" [id=64, type=conv2d];
-"65 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[38]/batch_norm_0" [id=65, type=batch_norm];
+"65 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[38]/batch_norm_0" [id=65, type=batch_norm];
 "66 SSD_VGG/MultiOutputSequential[basenet]/ReLU[39]/relu__0" [id=66, type=relu_];
 "67 SSD_VGG/MultiOutputSequential[basenet]/ReLU[39]/AsymmetricQuantizer/asymmetric_quantize_0" [id=67, type=asymmetric_quantize];
 "68 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[40]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=68, type=asymmetric_quantize];
 "69 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[40]/conv2d_0" [id=69, type=conv2d];
-"70 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[41]/batch_norm_0" [id=70, type=batch_norm];
+"70 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[41]/batch_norm_0" [id=70, type=batch_norm];
 "71 SSD_VGG/MultiOutputSequential[basenet]/ReLU[42]/relu__0" [id=71, type=relu_];
 "72 SSD_VGG/MultiOutputSequential[basenet]/ReLU[42]/AsymmetricQuantizer/asymmetric_quantize_0" [id=72, type=asymmetric_quantize];
 "73 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[43]/max_pool2d_0" [id=73, type=max_pool2d];
 "74 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[44]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=74, type=asymmetric_quantize];
 "75 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[44]/conv2d_0" [id=75, type=conv2d];
-"76 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[45]/batch_norm_0" [id=76, type=batch_norm];
+"76 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[45]/batch_norm_0" [id=76, type=batch_norm];
 "77 SSD_VGG/MultiOutputSequential[basenet]/ReLU[46]/relu__0" [id=77, type=relu_];
 "78 SSD_VGG/MultiOutputSequential[basenet]/ReLU[46]/AsymmetricQuantizer/asymmetric_quantize_0" [id=78, type=asymmetric_quantize];
 "79 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[47]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=79, type=asymmetric_quantize];
 "80 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[47]/conv2d_0" [id=80, type=conv2d];
-"81 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[48]/batch_norm_0" [id=81, type=batch_norm];
+"81 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[48]/batch_norm_0" [id=81, type=batch_norm];
 "82 SSD_VGG/MultiOutputSequential[basenet]/ReLU[49]/relu__0" [id=82, type=relu_];
 "83 SSD_VGG/MultiOutputSequential[basenet]/ReLU[49]/AsymmetricQuantizer/asymmetric_quantize_0" [id=83, type=asymmetric_quantize];
 "84 SSD_VGG/NNCFUserL2Norm[L2Norm]/div_0" [id=84, type=div];
@@ -89,42 +89,42 @@ strict digraph  {
 "87 SSD_VGG/NNCFUserL2Norm[L2Norm]/AsymmetricQuantizer/asymmetric_quantize_1" [id=87, type=asymmetric_quantize];
 "88 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=88, type=asymmetric_quantize];
 "89 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[0]/conv2d_0" [id=89, type=conv2d];
-"90 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[1]/batch_norm_0" [id=90, type=batch_norm];
+"90 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[1]/batch_norm_0" [id=90, type=batch_norm];
 "91 SSD_VGG/MultiOutputSequential[extras]/ReLU[2]/relu__0" [id=91, type=relu_];
 "92 SSD_VGG/MultiOutputSequential[extras]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=92, type=asymmetric_quantize];
 "93 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=93, type=asymmetric_quantize];
 "94 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[3]/conv2d_0" [id=94, type=conv2d];
-"95 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[4]/batch_norm_0" [id=95, type=batch_norm];
+"95 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[4]/batch_norm_0" [id=95, type=batch_norm];
 "96 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/relu__0" [id=96, type=relu_];
 "97 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=97, type=asymmetric_quantize];
 "98 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=98, type=asymmetric_quantize];
 "99 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[6]/conv2d_0" [id=99, type=conv2d];
-"100 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[7]/batch_norm_0" [id=100, type=batch_norm];
+"100 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[7]/batch_norm_0" [id=100, type=batch_norm];
 "101 SSD_VGG/MultiOutputSequential[extras]/ReLU[8]/relu__0" [id=101, type=relu_];
 "102 SSD_VGG/MultiOutputSequential[extras]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0" [id=102, type=asymmetric_quantize];
 "103 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[9]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=103, type=asymmetric_quantize];
 "104 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[9]/conv2d_0" [id=104, type=conv2d];
-"105 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[10]/batch_norm_0" [id=105, type=batch_norm];
+"105 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[10]/batch_norm_0" [id=105, type=batch_norm];
 "106 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/relu__0" [id=106, type=relu_];
 "107 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/AsymmetricQuantizer/asymmetric_quantize_0" [id=107, type=asymmetric_quantize];
 "108 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[12]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=108, type=asymmetric_quantize];
 "109 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[12]/conv2d_0" [id=109, type=conv2d];
-"110 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[13]/batch_norm_0" [id=110, type=batch_norm];
+"110 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[13]/batch_norm_0" [id=110, type=batch_norm];
 "111 SSD_VGG/MultiOutputSequential[extras]/ReLU[14]/relu__0" [id=111, type=relu_];
 "112 SSD_VGG/MultiOutputSequential[extras]/ReLU[14]/AsymmetricQuantizer/asymmetric_quantize_0" [id=112, type=asymmetric_quantize];
 "113 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[15]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=113, type=asymmetric_quantize];
 "114 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[15]/conv2d_0" [id=114, type=conv2d];
-"115 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[16]/batch_norm_0" [id=115, type=batch_norm];
+"115 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[16]/batch_norm_0" [id=115, type=batch_norm];
 "116 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/relu__0" [id=116, type=relu_];
 "117 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/AsymmetricQuantizer/asymmetric_quantize_0" [id=117, type=asymmetric_quantize];
 "118 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[18]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=118, type=asymmetric_quantize];
 "119 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[18]/conv2d_0" [id=119, type=conv2d];
-"120 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[19]/batch_norm_0" [id=120, type=batch_norm];
+"120 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[19]/batch_norm_0" [id=120, type=batch_norm];
 "121 SSD_VGG/MultiOutputSequential[extras]/ReLU[20]/relu__0" [id=121, type=relu_];
 "122 SSD_VGG/MultiOutputSequential[extras]/ReLU[20]/AsymmetricQuantizer/asymmetric_quantize_0" [id=122, type=asymmetric_quantize];
 "123 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[21]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=123, type=asymmetric_quantize];
 "124 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[21]/conv2d_0" [id=124, type=conv2d];
-"125 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[22]/batch_norm_0" [id=125, type=batch_norm];
+"125 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[22]/batch_norm_0" [id=125, type=batch_norm];
 "126 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/relu__0" [id=126, type=relu_];
 "127 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/AsymmetricQuantizer/asymmetric_quantize_0" [id=127, type=asymmetric_quantize];
 "128 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[0]/NNCFConv2d[loc]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=128, type=asymmetric_quantize];
@@ -188,97 +188,97 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "5 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[0]/conv2d_0";
 "2 SSD_VGG/__getitem___0" -> "3 SSD_VGG/unsqueeze_0";
 "4 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "5 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[0]/conv2d_0";
-"5 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[0]/conv2d_0" -> "6 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[1]/batch_norm_0";
-"6 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[1]/batch_norm_0" -> "7 SSD_VGG/MultiOutputSequential[basenet]/ReLU[2]/relu__0";
+"5 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[0]/conv2d_0" -> "6 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[1]/batch_norm_0";
+"6 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[1]/batch_norm_0" -> "7 SSD_VGG/MultiOutputSequential[basenet]/ReLU[2]/relu__0";
 "7 SSD_VGG/MultiOutputSequential[basenet]/ReLU[2]/relu__0" -> "8 SSD_VGG/MultiOutputSequential[basenet]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "8 SSD_VGG/MultiOutputSequential[basenet]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "10 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[3]/conv2d_0";
 "9 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "10 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[3]/conv2d_0";
-"10 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[3]/conv2d_0" -> "11 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[4]/batch_norm_0";
-"11 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[4]/batch_norm_0" -> "12 SSD_VGG/MultiOutputSequential[basenet]/ReLU[5]/relu__0";
+"10 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[3]/conv2d_0" -> "11 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[4]/batch_norm_0";
+"11 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[4]/batch_norm_0" -> "12 SSD_VGG/MultiOutputSequential[basenet]/ReLU[5]/relu__0";
 "12 SSD_VGG/MultiOutputSequential[basenet]/ReLU[5]/relu__0" -> "13 SSD_VGG/MultiOutputSequential[basenet]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "13 SSD_VGG/MultiOutputSequential[basenet]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "14 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[6]/max_pool2d_0";
 "14 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[6]/max_pool2d_0" -> "16 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[7]/conv2d_0";
 "15 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[7]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "16 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[7]/conv2d_0";
-"16 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[7]/conv2d_0" -> "17 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[8]/batch_norm_0";
-"17 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[8]/batch_norm_0" -> "18 SSD_VGG/MultiOutputSequential[basenet]/ReLU[9]/relu__0";
+"16 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[7]/conv2d_0" -> "17 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[8]/batch_norm_0";
+"17 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[8]/batch_norm_0" -> "18 SSD_VGG/MultiOutputSequential[basenet]/ReLU[9]/relu__0";
 "18 SSD_VGG/MultiOutputSequential[basenet]/ReLU[9]/relu__0" -> "19 SSD_VGG/MultiOutputSequential[basenet]/ReLU[9]/AsymmetricQuantizer/asymmetric_quantize_0";
 "19 SSD_VGG/MultiOutputSequential[basenet]/ReLU[9]/AsymmetricQuantizer/asymmetric_quantize_0" -> "21 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[10]/conv2d_0";
 "20 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[10]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "21 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[10]/conv2d_0";
-"21 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[10]/conv2d_0" -> "22 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[11]/batch_norm_0";
-"22 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[11]/batch_norm_0" -> "23 SSD_VGG/MultiOutputSequential[basenet]/ReLU[12]/relu__0";
+"21 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[10]/conv2d_0" -> "22 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[11]/batch_norm_0";
+"22 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[11]/batch_norm_0" -> "23 SSD_VGG/MultiOutputSequential[basenet]/ReLU[12]/relu__0";
 "23 SSD_VGG/MultiOutputSequential[basenet]/ReLU[12]/relu__0" -> "24 SSD_VGG/MultiOutputSequential[basenet]/ReLU[12]/AsymmetricQuantizer/asymmetric_quantize_0";
 "24 SSD_VGG/MultiOutputSequential[basenet]/ReLU[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "25 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[13]/max_pool2d_0";
 "25 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[13]/max_pool2d_0" -> "27 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[14]/conv2d_0";
 "26 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[14]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "27 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[14]/conv2d_0";
-"27 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[14]/conv2d_0" -> "28 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[15]/batch_norm_0";
-"28 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[15]/batch_norm_0" -> "29 SSD_VGG/MultiOutputSequential[basenet]/ReLU[16]/relu__0";
+"27 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[14]/conv2d_0" -> "28 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[15]/batch_norm_0";
+"28 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[15]/batch_norm_0" -> "29 SSD_VGG/MultiOutputSequential[basenet]/ReLU[16]/relu__0";
 "29 SSD_VGG/MultiOutputSequential[basenet]/ReLU[16]/relu__0" -> "30 SSD_VGG/MultiOutputSequential[basenet]/ReLU[16]/AsymmetricQuantizer/asymmetric_quantize_0";
 "30 SSD_VGG/MultiOutputSequential[basenet]/ReLU[16]/AsymmetricQuantizer/asymmetric_quantize_0" -> "32 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[17]/conv2d_0";
 "31 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[17]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "32 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[17]/conv2d_0";
-"32 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[17]/conv2d_0" -> "33 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[18]/batch_norm_0";
-"33 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[18]/batch_norm_0" -> "34 SSD_VGG/MultiOutputSequential[basenet]/ReLU[19]/relu__0";
+"32 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[17]/conv2d_0" -> "33 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[18]/batch_norm_0";
+"33 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[18]/batch_norm_0" -> "34 SSD_VGG/MultiOutputSequential[basenet]/ReLU[19]/relu__0";
 "34 SSD_VGG/MultiOutputSequential[basenet]/ReLU[19]/relu__0" -> "35 SSD_VGG/MultiOutputSequential[basenet]/ReLU[19]/AsymmetricQuantizer/asymmetric_quantize_0";
 "35 SSD_VGG/MultiOutputSequential[basenet]/ReLU[19]/AsymmetricQuantizer/asymmetric_quantize_0" -> "37 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[20]/conv2d_0";
 "36 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[20]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "37 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[20]/conv2d_0";
-"37 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[20]/conv2d_0" -> "38 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[21]/batch_norm_0";
-"38 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[21]/batch_norm_0" -> "39 SSD_VGG/MultiOutputSequential[basenet]/ReLU[22]/relu__0";
+"37 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[20]/conv2d_0" -> "38 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[21]/batch_norm_0";
+"38 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[21]/batch_norm_0" -> "39 SSD_VGG/MultiOutputSequential[basenet]/ReLU[22]/relu__0";
 "39 SSD_VGG/MultiOutputSequential[basenet]/ReLU[22]/relu__0" -> "40 SSD_VGG/MultiOutputSequential[basenet]/ReLU[22]/AsymmetricQuantizer/asymmetric_quantize_0";
 "40 SSD_VGG/MultiOutputSequential[basenet]/ReLU[22]/AsymmetricQuantizer/asymmetric_quantize_0" -> "41 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[23]/max_pool2d_0";
 "41 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[23]/max_pool2d_0" -> "43 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[24]/conv2d_0";
 "42 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[24]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "43 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[24]/conv2d_0";
-"43 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[24]/conv2d_0" -> "44 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[25]/batch_norm_0";
-"44 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[25]/batch_norm_0" -> "45 SSD_VGG/MultiOutputSequential[basenet]/ReLU[26]/relu__0";
+"43 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[24]/conv2d_0" -> "44 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[25]/batch_norm_0";
+"44 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[25]/batch_norm_0" -> "45 SSD_VGG/MultiOutputSequential[basenet]/ReLU[26]/relu__0";
 "45 SSD_VGG/MultiOutputSequential[basenet]/ReLU[26]/relu__0" -> "46 SSD_VGG/MultiOutputSequential[basenet]/ReLU[26]/AsymmetricQuantizer/asymmetric_quantize_0";
 "46 SSD_VGG/MultiOutputSequential[basenet]/ReLU[26]/AsymmetricQuantizer/asymmetric_quantize_0" -> "48 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[27]/conv2d_0";
 "47 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[27]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "48 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[27]/conv2d_0";
-"48 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[27]/conv2d_0" -> "49 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[28]/batch_norm_0";
-"49 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[28]/batch_norm_0" -> "50 SSD_VGG/MultiOutputSequential[basenet]/ReLU[29]/relu__0";
+"48 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[27]/conv2d_0" -> "49 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[28]/batch_norm_0";
+"49 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[28]/batch_norm_0" -> "50 SSD_VGG/MultiOutputSequential[basenet]/ReLU[29]/relu__0";
 "50 SSD_VGG/MultiOutputSequential[basenet]/ReLU[29]/relu__0" -> "51 SSD_VGG/MultiOutputSequential[basenet]/ReLU[29]/AsymmetricQuantizer/asymmetric_quantize_0";
 "51 SSD_VGG/MultiOutputSequential[basenet]/ReLU[29]/AsymmetricQuantizer/asymmetric_quantize_0" -> "53 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[30]/conv2d_0";
 "52 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[30]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "53 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[30]/conv2d_0";
-"53 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[30]/conv2d_0" -> "54 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[31]/batch_norm_0";
-"54 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[31]/batch_norm_0" -> "55 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/relu__0";
+"53 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[30]/conv2d_0" -> "54 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[31]/batch_norm_0";
+"54 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[31]/batch_norm_0" -> "55 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/relu__0";
 "55 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/relu__0" -> "56 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/AsymmetricQuantizer/asymmetric_quantize_0";
 "56 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/AsymmetricQuantizer/asymmetric_quantize_0" -> "57 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[33]/max_pool2d_0";
 "56 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/AsymmetricQuantizer/asymmetric_quantize_0" -> "84 SSD_VGG/NNCFUserL2Norm[L2Norm]/div_0";
 "57 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[33]/max_pool2d_0" -> "59 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[34]/conv2d_0";
 "58 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[34]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "59 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[34]/conv2d_0";
-"59 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[34]/conv2d_0" -> "60 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[35]/batch_norm_0";
-"60 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[35]/batch_norm_0" -> "61 SSD_VGG/MultiOutputSequential[basenet]/ReLU[36]/relu__0";
+"59 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[34]/conv2d_0" -> "60 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[35]/batch_norm_0";
+"60 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[35]/batch_norm_0" -> "61 SSD_VGG/MultiOutputSequential[basenet]/ReLU[36]/relu__0";
 "61 SSD_VGG/MultiOutputSequential[basenet]/ReLU[36]/relu__0" -> "62 SSD_VGG/MultiOutputSequential[basenet]/ReLU[36]/AsymmetricQuantizer/asymmetric_quantize_0";
 "62 SSD_VGG/MultiOutputSequential[basenet]/ReLU[36]/AsymmetricQuantizer/asymmetric_quantize_0" -> "64 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[37]/conv2d_0";
 "63 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[37]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "64 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[37]/conv2d_0";
-"64 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[37]/conv2d_0" -> "65 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[38]/batch_norm_0";
-"65 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[38]/batch_norm_0" -> "66 SSD_VGG/MultiOutputSequential[basenet]/ReLU[39]/relu__0";
+"64 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[37]/conv2d_0" -> "65 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[38]/batch_norm_0";
+"65 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[38]/batch_norm_0" -> "66 SSD_VGG/MultiOutputSequential[basenet]/ReLU[39]/relu__0";
 "66 SSD_VGG/MultiOutputSequential[basenet]/ReLU[39]/relu__0" -> "67 SSD_VGG/MultiOutputSequential[basenet]/ReLU[39]/AsymmetricQuantizer/asymmetric_quantize_0";
 "67 SSD_VGG/MultiOutputSequential[basenet]/ReLU[39]/AsymmetricQuantizer/asymmetric_quantize_0" -> "69 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[40]/conv2d_0";
 "68 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[40]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "69 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[40]/conv2d_0";
-"69 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[40]/conv2d_0" -> "70 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[41]/batch_norm_0";
-"70 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[41]/batch_norm_0" -> "71 SSD_VGG/MultiOutputSequential[basenet]/ReLU[42]/relu__0";
+"69 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[40]/conv2d_0" -> "70 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[41]/batch_norm_0";
+"70 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[41]/batch_norm_0" -> "71 SSD_VGG/MultiOutputSequential[basenet]/ReLU[42]/relu__0";
 "71 SSD_VGG/MultiOutputSequential[basenet]/ReLU[42]/relu__0" -> "72 SSD_VGG/MultiOutputSequential[basenet]/ReLU[42]/AsymmetricQuantizer/asymmetric_quantize_0";
 "72 SSD_VGG/MultiOutputSequential[basenet]/ReLU[42]/AsymmetricQuantizer/asymmetric_quantize_0" -> "73 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[43]/max_pool2d_0";
 "73 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[43]/max_pool2d_0" -> "75 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[44]/conv2d_0";
 "74 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[44]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "75 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[44]/conv2d_0";
-"75 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[44]/conv2d_0" -> "76 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[45]/batch_norm_0";
-"76 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[45]/batch_norm_0" -> "77 SSD_VGG/MultiOutputSequential[basenet]/ReLU[46]/relu__0";
+"75 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[44]/conv2d_0" -> "76 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[45]/batch_norm_0";
+"76 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[45]/batch_norm_0" -> "77 SSD_VGG/MultiOutputSequential[basenet]/ReLU[46]/relu__0";
 "77 SSD_VGG/MultiOutputSequential[basenet]/ReLU[46]/relu__0" -> "78 SSD_VGG/MultiOutputSequential[basenet]/ReLU[46]/AsymmetricQuantizer/asymmetric_quantize_0";
 "78 SSD_VGG/MultiOutputSequential[basenet]/ReLU[46]/AsymmetricQuantizer/asymmetric_quantize_0" -> "80 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[47]/conv2d_0";
 "79 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[47]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "80 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[47]/conv2d_0";
-"80 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[47]/conv2d_0" -> "81 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[48]/batch_norm_0";
-"81 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[48]/batch_norm_0" -> "82 SSD_VGG/MultiOutputSequential[basenet]/ReLU[49]/relu__0";
+"80 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[47]/conv2d_0" -> "81 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[48]/batch_norm_0";
+"81 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[48]/batch_norm_0" -> "82 SSD_VGG/MultiOutputSequential[basenet]/ReLU[49]/relu__0";
 "82 SSD_VGG/MultiOutputSequential[basenet]/ReLU[49]/relu__0" -> "83 SSD_VGG/MultiOutputSequential[basenet]/ReLU[49]/AsymmetricQuantizer/asymmetric_quantize_0";
 "83 SSD_VGG/MultiOutputSequential[basenet]/ReLU[49]/AsymmetricQuantizer/asymmetric_quantize_0" -> "89 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[0]/conv2d_0";
 "84 SSD_VGG/NNCFUserL2Norm[L2Norm]/div_0" -> "85 SSD_VGG/NNCFUserL2Norm[L2Norm]/AsymmetricQuantizer/asymmetric_quantize_0";
 "85 SSD_VGG/NNCFUserL2Norm[L2Norm]/AsymmetricQuantizer/asymmetric_quantize_0" -> "86 SSD_VGG/NNCFUserL2Norm[L2Norm]/__rmul___0";
 "86 SSD_VGG/NNCFUserL2Norm[L2Norm]/__rmul___0" -> "87 SSD_VGG/NNCFUserL2Norm[L2Norm]/AsymmetricQuantizer/asymmetric_quantize_1";
 "88 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "89 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[0]/conv2d_0";
-"89 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[0]/conv2d_0" -> "90 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[1]/batch_norm_0";
-"90 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[1]/batch_norm_0" -> "91 SSD_VGG/MultiOutputSequential[extras]/ReLU[2]/relu__0";
+"89 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[0]/conv2d_0" -> "90 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[1]/batch_norm_0";
+"90 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[1]/batch_norm_0" -> "91 SSD_VGG/MultiOutputSequential[extras]/ReLU[2]/relu__0";
 "91 SSD_VGG/MultiOutputSequential[extras]/ReLU[2]/relu__0" -> "92 SSD_VGG/MultiOutputSequential[extras]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "92 SSD_VGG/MultiOutputSequential[extras]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "94 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[3]/conv2d_0";
 "93 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "94 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[3]/conv2d_0";
-"94 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[3]/conv2d_0" -> "95 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[4]/batch_norm_0";
-"95 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[4]/batch_norm_0" -> "96 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/relu__0";
+"94 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[3]/conv2d_0" -> "95 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[4]/batch_norm_0";
+"95 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[4]/batch_norm_0" -> "96 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/relu__0";
 "96 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/relu__0" -> "97 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "97 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "99 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[6]/conv2d_0";
 "98 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "99 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[6]/conv2d_0";
@@ -288,37 +288,37 @@ strict digraph  {
 "87 SSD_VGG/NNCFUserL2Norm[L2Norm]/AsymmetricQuantizer/asymmetric_quantize_1" -> "131 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[0]/NNCFConv2d[conf]/conv2d_0";
 "97 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "141 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[2]/NNCFConv2d[loc]/conv2d_0";
 "97 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "143 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[2]/NNCFConv2d[conf]/conv2d_0";
-"99 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[6]/conv2d_0" -> "100 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[7]/batch_norm_0";
-"100 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[7]/batch_norm_0" -> "101 SSD_VGG/MultiOutputSequential[extras]/ReLU[8]/relu__0";
+"99 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[6]/conv2d_0" -> "100 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[7]/batch_norm_0";
+"100 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[7]/batch_norm_0" -> "101 SSD_VGG/MultiOutputSequential[extras]/ReLU[8]/relu__0";
 "101 SSD_VGG/MultiOutputSequential[extras]/ReLU[8]/relu__0" -> "102 SSD_VGG/MultiOutputSequential[extras]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "102 SSD_VGG/MultiOutputSequential[extras]/ReLU[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "104 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[9]/conv2d_0";
 "103 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[9]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "104 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[9]/conv2d_0";
-"104 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[9]/conv2d_0" -> "105 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[10]/batch_norm_0";
-"105 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[10]/batch_norm_0" -> "106 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/relu__0";
+"104 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[9]/conv2d_0" -> "105 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[10]/batch_norm_0";
+"105 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[10]/batch_norm_0" -> "106 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/relu__0";
 "106 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/relu__0" -> "107 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/AsymmetricQuantizer/asymmetric_quantize_0";
 "107 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/AsymmetricQuantizer/asymmetric_quantize_0" -> "109 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[12]/conv2d_0";
 "107 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/AsymmetricQuantizer/asymmetric_quantize_0" -> "147 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[3]/NNCFConv2d[loc]/conv2d_0";
 "107 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/AsymmetricQuantizer/asymmetric_quantize_0" -> "149 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[3]/NNCFConv2d[conf]/conv2d_0";
 "108 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[12]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "109 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[12]/conv2d_0";
-"109 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[12]/conv2d_0" -> "110 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[13]/batch_norm_0";
-"110 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[13]/batch_norm_0" -> "111 SSD_VGG/MultiOutputSequential[extras]/ReLU[14]/relu__0";
+"109 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[12]/conv2d_0" -> "110 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[13]/batch_norm_0";
+"110 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[13]/batch_norm_0" -> "111 SSD_VGG/MultiOutputSequential[extras]/ReLU[14]/relu__0";
 "111 SSD_VGG/MultiOutputSequential[extras]/ReLU[14]/relu__0" -> "112 SSD_VGG/MultiOutputSequential[extras]/ReLU[14]/AsymmetricQuantizer/asymmetric_quantize_0";
 "112 SSD_VGG/MultiOutputSequential[extras]/ReLU[14]/AsymmetricQuantizer/asymmetric_quantize_0" -> "114 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[15]/conv2d_0";
 "113 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[15]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "114 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[15]/conv2d_0";
-"114 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[15]/conv2d_0" -> "115 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[16]/batch_norm_0";
-"115 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[16]/batch_norm_0" -> "116 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/relu__0";
+"114 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[15]/conv2d_0" -> "115 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[16]/batch_norm_0";
+"115 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[16]/batch_norm_0" -> "116 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/relu__0";
 "116 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/relu__0" -> "117 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/AsymmetricQuantizer/asymmetric_quantize_0";
 "117 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/AsymmetricQuantizer/asymmetric_quantize_0" -> "119 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[18]/conv2d_0";
 "117 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/AsymmetricQuantizer/asymmetric_quantize_0" -> "153 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[4]/NNCFConv2d[loc]/conv2d_0";
 "117 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/AsymmetricQuantizer/asymmetric_quantize_0" -> "155 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[4]/NNCFConv2d[conf]/conv2d_0";
 "118 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[18]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "119 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[18]/conv2d_0";
-"119 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[18]/conv2d_0" -> "120 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[19]/batch_norm_0";
-"120 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[19]/batch_norm_0" -> "121 SSD_VGG/MultiOutputSequential[extras]/ReLU[20]/relu__0";
+"119 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[18]/conv2d_0" -> "120 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[19]/batch_norm_0";
+"120 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[19]/batch_norm_0" -> "121 SSD_VGG/MultiOutputSequential[extras]/ReLU[20]/relu__0";
 "121 SSD_VGG/MultiOutputSequential[extras]/ReLU[20]/relu__0" -> "122 SSD_VGG/MultiOutputSequential[extras]/ReLU[20]/AsymmetricQuantizer/asymmetric_quantize_0";
 "122 SSD_VGG/MultiOutputSequential[extras]/ReLU[20]/AsymmetricQuantizer/asymmetric_quantize_0" -> "124 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[21]/conv2d_0";
 "123 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[21]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "124 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[21]/conv2d_0";
-"124 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[21]/conv2d_0" -> "125 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[22]/batch_norm_0";
-"125 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[22]/batch_norm_0" -> "126 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/relu__0";
+"124 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[21]/conv2d_0" -> "125 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[22]/batch_norm_0";
+"125 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[22]/batch_norm_0" -> "126 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/relu__0";
 "126 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/relu__0" -> "127 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/AsymmetricQuantizer/asymmetric_quantize_0";
 "127 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/AsymmetricQuantizer/asymmetric_quantize_0" -> "159 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[5]/NNCFConv2d[loc]/conv2d_0";
 "127 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/AsymmetricQuantizer/asymmetric_quantize_0" -> "161 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[5]/NNCFConv2d[conf]/conv2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/unet.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/unet.dot
index b7b1e7ecfc1..298a7a8d560 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/unet.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/unet.dot
@@ -3,56 +3,56 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=3, type=conv2d];
-"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=4, type=batch_norm];
+"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=4, type=batch_norm];
 "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0" [id=5, type=relu];
 "6 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=6, type=asymmetric_quantize];
 "7 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=7, type=asymmetric_quantize];
 "8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=8, type=conv2d];
-"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=9, type=batch_norm];
+"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=9, type=batch_norm];
 "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0" [id=10, type=relu];
 "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=11, type=asymmetric_quantize];
 "12 UNet/max_pool2d_0" [id=12, type=max_pool2d];
 "13 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=13, type=asymmetric_quantize];
 "14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=14, type=conv2d];
-"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=15, type=batch_norm];
+"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=15, type=batch_norm];
 "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0" [id=16, type=relu];
 "17 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=17, type=asymmetric_quantize];
 "18 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=18, type=asymmetric_quantize];
 "19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=19, type=conv2d];
-"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=20, type=batch_norm];
+"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=20, type=batch_norm];
 "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0" [id=21, type=relu];
 "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=22, type=asymmetric_quantize];
 "23 UNet/max_pool2d_1" [id=23, type=max_pool2d];
 "24 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=24, type=asymmetric_quantize];
 "25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=25, type=conv2d];
-"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=26, type=batch_norm];
+"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=26, type=batch_norm];
 "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0" [id=27, type=relu];
 "28 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=28, type=asymmetric_quantize];
 "29 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=29, type=asymmetric_quantize];
 "30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=30, type=conv2d];
-"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=31, type=batch_norm];
+"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=31, type=batch_norm];
 "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0" [id=32, type=relu];
 "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=33, type=asymmetric_quantize];
 "34 UNet/max_pool2d_2" [id=34, type=max_pool2d];
 "35 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=35, type=asymmetric_quantize];
 "36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=36, type=conv2d];
-"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=37, type=batch_norm];
+"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=37, type=batch_norm];
 "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0" [id=38, type=relu];
 "39 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=39, type=asymmetric_quantize];
 "40 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=40, type=asymmetric_quantize];
 "41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=41, type=conv2d];
-"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=42, type=batch_norm];
+"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=42, type=batch_norm];
 "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0" [id=43, type=relu];
 "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
 "45 UNet/max_pool2d_3" [id=45, type=max_pool2d];
 "46 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=46, type=asymmetric_quantize];
 "47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=47, type=conv2d];
-"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=48, type=batch_norm];
+"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=48, type=batch_norm];
 "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0" [id=49, type=relu];
 "50 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=50, type=asymmetric_quantize];
 "51 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=51, type=asymmetric_quantize];
 "52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=52, type=conv2d];
-"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=53, type=batch_norm];
+"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=53, type=batch_norm];
 "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0" [id=54, type=relu];
 "55 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=55, type=asymmetric_quantize];
 "56 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=56, type=asymmetric_quantize];
@@ -62,12 +62,12 @@ strict digraph  {
 "60 UNet/ModuleList[up_path]/UNetUpBlock[0]/cat_0" [id=60, type=cat];
 "61 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=61, type=asymmetric_quantize];
 "62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=62, type=conv2d];
-"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=63, type=batch_norm];
+"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=63, type=batch_norm];
 "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=64, type=relu];
 "65 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=65, type=asymmetric_quantize];
 "66 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=66, type=asymmetric_quantize];
 "67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=67, type=conv2d];
-"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=68, type=batch_norm];
+"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=68, type=batch_norm];
 "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=69, type=relu];
 "70 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=70, type=asymmetric_quantize];
 "71 UNet/ModuleList[up_path]/UNetUpBlock[1]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=71, type=asymmetric_quantize];
@@ -77,12 +77,12 @@ strict digraph  {
 "75 UNet/ModuleList[up_path]/UNetUpBlock[1]/cat_0" [id=75, type=cat];
 "76 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=76, type=asymmetric_quantize];
 "77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=77, type=conv2d];
-"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=78, type=batch_norm];
+"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=78, type=batch_norm];
 "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=79, type=relu];
 "80 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=80, type=asymmetric_quantize];
 "81 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=81, type=asymmetric_quantize];
 "82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=82, type=conv2d];
-"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=83, type=batch_norm];
+"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=83, type=batch_norm];
 "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=84, type=relu];
 "85 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=85, type=asymmetric_quantize];
 "86 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=86, type=asymmetric_quantize];
@@ -92,12 +92,12 @@ strict digraph  {
 "90 UNet/ModuleList[up_path]/UNetUpBlock[2]/cat_0" [id=90, type=cat];
 "91 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=91, type=asymmetric_quantize];
 "92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=92, type=conv2d];
-"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=93, type=batch_norm];
+"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=93, type=batch_norm];
 "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=94, type=relu];
 "95 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=95, type=asymmetric_quantize];
 "96 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=96, type=asymmetric_quantize];
 "97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=97, type=conv2d];
-"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=98, type=batch_norm];
+"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=98, type=batch_norm];
 "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=99, type=relu];
 "100 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=100, type=asymmetric_quantize];
 "101 UNet/ModuleList[up_path]/UNetUpBlock[3]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=101, type=asymmetric_quantize];
@@ -107,12 +107,12 @@ strict digraph  {
 "105 UNet/ModuleList[up_path]/UNetUpBlock[3]/cat_0" [id=105, type=cat];
 "106 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=106, type=asymmetric_quantize];
 "107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=107, type=conv2d];
-"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=108, type=batch_norm];
+"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=108, type=batch_norm];
 "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=109, type=relu];
 "110 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=110, type=asymmetric_quantize];
 "111 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=111, type=asymmetric_quantize];
 "112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=112, type=conv2d];
-"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=113, type=batch_norm];
+"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=113, type=batch_norm];
 "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=114, type=relu];
 "115 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=115, type=asymmetric_quantize];
 "116 UNet/NNCFConv2d[last]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=116, type=asymmetric_quantize];
@@ -121,60 +121,60 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "2 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0";
+"3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0";
 "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0" -> "6 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "7 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0";
+"8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0";
 "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0" -> "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "12 UNet/max_pool2d_0";
 "12 UNet/max_pool2d_0" -> "14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "13 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0";
+"14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0";
 "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0" -> "17 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "17 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "18 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0";
+"19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0";
 "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0" -> "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "23 UNet/max_pool2d_1";
 "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "89 UNet/ModuleList[up_path]/UNetUpBlock[2]/__getitem___0";
 "23 UNet/max_pool2d_1" -> "25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "24 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0";
+"25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0";
 "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0" -> "28 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "28 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "29 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0";
+"30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0";
 "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0" -> "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "34 UNet/max_pool2d_2";
 "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "74 UNet/ModuleList[up_path]/UNetUpBlock[1]/__getitem___0";
 "34 UNet/max_pool2d_2" -> "36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "35 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0";
+"36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0";
 "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0" -> "39 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "39 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "40 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0";
+"41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0";
 "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0" -> "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 UNet/max_pool2d_3";
 "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "59 UNet/ModuleList[up_path]/UNetUpBlock[0]/__getitem___0";
 "45 UNet/max_pool2d_3" -> "47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "46 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0";
+"47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0";
 "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0" -> "50 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "50 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "51 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0";
+"52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0";
 "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0" -> "55 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "55 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "57 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
 "56 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "57 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -183,13 +183,13 @@ strict digraph  {
 "59 UNet/ModuleList[up_path]/UNetUpBlock[0]/__getitem___0" -> "60 UNet/ModuleList[up_path]/UNetUpBlock[0]/cat_0";
 "60 UNet/ModuleList[up_path]/UNetUpBlock[0]/cat_0" -> "62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "61 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "65 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "65 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "66 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "70 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "70 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "72 UNet/ModuleList[up_path]/UNetUpBlock[1]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
 "71 UNet/ModuleList[up_path]/UNetUpBlock[1]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "72 UNet/ModuleList[up_path]/UNetUpBlock[1]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -198,13 +198,13 @@ strict digraph  {
 "74 UNet/ModuleList[up_path]/UNetUpBlock[1]/__getitem___0" -> "75 UNet/ModuleList[up_path]/UNetUpBlock[1]/cat_0";
 "75 UNet/ModuleList[up_path]/UNetUpBlock[1]/cat_0" -> "77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "76 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "80 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "80 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "81 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "85 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "85 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "87 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
 "86 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "87 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -213,13 +213,13 @@ strict digraph  {
 "89 UNet/ModuleList[up_path]/UNetUpBlock[2]/__getitem___0" -> "90 UNet/ModuleList[up_path]/UNetUpBlock[2]/cat_0";
 "90 UNet/ModuleList[up_path]/UNetUpBlock[2]/cat_0" -> "92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "91 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "95 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "95 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "96 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "104 UNet/ModuleList[up_path]/UNetUpBlock[3]/__getitem___0";
 "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "100 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "100 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "102 UNet/ModuleList[up_path]/UNetUpBlock[3]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -229,13 +229,13 @@ strict digraph  {
 "104 UNet/ModuleList[up_path]/UNetUpBlock[3]/__getitem___0" -> "105 UNet/ModuleList[up_path]/UNetUpBlock[3]/cat_0";
 "105 UNet/ModuleList[up_path]/UNetUpBlock[3]/cat_0" -> "107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "106 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "110 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "110 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "111 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "115 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "115 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "117 UNet/NNCFConv2d[last]/conv2d_0";
 "116 UNet/NNCFConv2d[last]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "117 UNet/NNCFConv2d[last]/conv2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/unet_qoutput.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/unet_qoutput.dot
index cc1ac549be2..94efc7a4ca8 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/unet_qoutput.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/unet_qoutput.dot
@@ -3,56 +3,56 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=3, type=conv2d];
-"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=4, type=batch_norm];
+"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=4, type=batch_norm];
 "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0" [id=5, type=relu];
 "6 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=6, type=asymmetric_quantize];
 "7 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=7, type=asymmetric_quantize];
 "8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=8, type=conv2d];
-"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=9, type=batch_norm];
+"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=9, type=batch_norm];
 "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0" [id=10, type=relu];
 "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=11, type=asymmetric_quantize];
 "12 UNet/max_pool2d_0" [id=12, type=max_pool2d];
 "13 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=13, type=asymmetric_quantize];
 "14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=14, type=conv2d];
-"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=15, type=batch_norm];
+"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=15, type=batch_norm];
 "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0" [id=16, type=relu];
 "17 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=17, type=asymmetric_quantize];
 "18 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=18, type=asymmetric_quantize];
 "19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=19, type=conv2d];
-"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=20, type=batch_norm];
+"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=20, type=batch_norm];
 "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0" [id=21, type=relu];
 "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=22, type=asymmetric_quantize];
 "23 UNet/max_pool2d_1" [id=23, type=max_pool2d];
 "24 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=24, type=asymmetric_quantize];
 "25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=25, type=conv2d];
-"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=26, type=batch_norm];
+"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=26, type=batch_norm];
 "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0" [id=27, type=relu];
 "28 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=28, type=asymmetric_quantize];
 "29 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=29, type=asymmetric_quantize];
 "30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=30, type=conv2d];
-"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=31, type=batch_norm];
+"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=31, type=batch_norm];
 "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0" [id=32, type=relu];
 "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=33, type=asymmetric_quantize];
 "34 UNet/max_pool2d_2" [id=34, type=max_pool2d];
 "35 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=35, type=asymmetric_quantize];
 "36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=36, type=conv2d];
-"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=37, type=batch_norm];
+"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=37, type=batch_norm];
 "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0" [id=38, type=relu];
 "39 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=39, type=asymmetric_quantize];
 "40 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=40, type=asymmetric_quantize];
 "41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=41, type=conv2d];
-"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=42, type=batch_norm];
+"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=42, type=batch_norm];
 "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0" [id=43, type=relu];
 "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
 "45 UNet/max_pool2d_3" [id=45, type=max_pool2d];
 "46 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=46, type=asymmetric_quantize];
 "47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=47, type=conv2d];
-"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=48, type=batch_norm];
+"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=48, type=batch_norm];
 "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0" [id=49, type=relu];
 "50 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=50, type=asymmetric_quantize];
 "51 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=51, type=asymmetric_quantize];
 "52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=52, type=conv2d];
-"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=53, type=batch_norm];
+"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=53, type=batch_norm];
 "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0" [id=54, type=relu];
 "55 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=55, type=asymmetric_quantize];
 "56 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=56, type=asymmetric_quantize];
@@ -62,12 +62,12 @@ strict digraph  {
 "60 UNet/ModuleList[up_path]/UNetUpBlock[0]/cat_0" [id=60, type=cat];
 "61 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=61, type=asymmetric_quantize];
 "62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=62, type=conv2d];
-"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=63, type=batch_norm];
+"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=63, type=batch_norm];
 "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=64, type=relu];
 "65 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=65, type=asymmetric_quantize];
 "66 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=66, type=asymmetric_quantize];
 "67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=67, type=conv2d];
-"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=68, type=batch_norm];
+"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=68, type=batch_norm];
 "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=69, type=relu];
 "70 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=70, type=asymmetric_quantize];
 "71 UNet/ModuleList[up_path]/UNetUpBlock[1]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=71, type=asymmetric_quantize];
@@ -77,12 +77,12 @@ strict digraph  {
 "75 UNet/ModuleList[up_path]/UNetUpBlock[1]/cat_0" [id=75, type=cat];
 "76 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=76, type=asymmetric_quantize];
 "77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=77, type=conv2d];
-"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=78, type=batch_norm];
+"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=78, type=batch_norm];
 "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=79, type=relu];
 "80 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=80, type=asymmetric_quantize];
 "81 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=81, type=asymmetric_quantize];
 "82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=82, type=conv2d];
-"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=83, type=batch_norm];
+"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=83, type=batch_norm];
 "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=84, type=relu];
 "85 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=85, type=asymmetric_quantize];
 "86 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=86, type=asymmetric_quantize];
@@ -92,12 +92,12 @@ strict digraph  {
 "90 UNet/ModuleList[up_path]/UNetUpBlock[2]/cat_0" [id=90, type=cat];
 "91 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=91, type=asymmetric_quantize];
 "92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=92, type=conv2d];
-"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=93, type=batch_norm];
+"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=93, type=batch_norm];
 "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=94, type=relu];
 "95 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=95, type=asymmetric_quantize];
 "96 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=96, type=asymmetric_quantize];
 "97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=97, type=conv2d];
-"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=98, type=batch_norm];
+"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=98, type=batch_norm];
 "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=99, type=relu];
 "100 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=100, type=asymmetric_quantize];
 "101 UNet/ModuleList[up_path]/UNetUpBlock[3]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=101, type=asymmetric_quantize];
@@ -107,12 +107,12 @@ strict digraph  {
 "105 UNet/ModuleList[up_path]/UNetUpBlock[3]/cat_0" [id=105, type=cat];
 "106 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=106, type=asymmetric_quantize];
 "107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=107, type=conv2d];
-"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=108, type=batch_norm];
+"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=108, type=batch_norm];
 "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=109, type=relu];
 "110 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=110, type=asymmetric_quantize];
 "111 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=111, type=asymmetric_quantize];
 "112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=112, type=conv2d];
-"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=113, type=batch_norm];
+"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=113, type=batch_norm];
 "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=114, type=relu];
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 "116 UNet/NNCFConv2d[last]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=116, type=asymmetric_quantize];
@@ -122,60 +122,60 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "2 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0";
+"3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0";
 "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0" -> "6 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "7 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0";
+"8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0";
 "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0" -> "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "12 UNet/max_pool2d_0";
 "12 UNet/max_pool2d_0" -> "14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "13 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0";
+"14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0";
 "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0" -> "17 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "17 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "18 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0";
+"19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0";
 "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0" -> "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "23 UNet/max_pool2d_1";
 "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "89 UNet/ModuleList[up_path]/UNetUpBlock[2]/__getitem___0";
 "23 UNet/max_pool2d_1" -> "25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "24 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0";
+"25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0";
 "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0" -> "28 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "28 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "29 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0";
+"30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0";
 "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0" -> "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "34 UNet/max_pool2d_2";
 "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "74 UNet/ModuleList[up_path]/UNetUpBlock[1]/__getitem___0";
 "34 UNet/max_pool2d_2" -> "36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "35 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0";
+"36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0";
 "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0" -> "39 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "39 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "40 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0";
+"41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0";
 "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0" -> "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "45 UNet/max_pool2d_3";
 "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "59 UNet/ModuleList[up_path]/UNetUpBlock[0]/__getitem___0";
 "45 UNet/max_pool2d_3" -> "47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "46 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0";
+"47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0";
 "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0" -> "50 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "50 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "51 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0";
+"52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0";
 "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0" -> "55 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "55 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "57 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
 "56 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "57 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -184,13 +184,13 @@ strict digraph  {
 "59 UNet/ModuleList[up_path]/UNetUpBlock[0]/__getitem___0" -> "60 UNet/ModuleList[up_path]/UNetUpBlock[0]/cat_0";
 "60 UNet/ModuleList[up_path]/UNetUpBlock[0]/cat_0" -> "62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "61 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "65 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "65 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "66 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "70 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "70 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "72 UNet/ModuleList[up_path]/UNetUpBlock[1]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
 "71 UNet/ModuleList[up_path]/UNetUpBlock[1]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "72 UNet/ModuleList[up_path]/UNetUpBlock[1]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -199,13 +199,13 @@ strict digraph  {
 "74 UNet/ModuleList[up_path]/UNetUpBlock[1]/__getitem___0" -> "75 UNet/ModuleList[up_path]/UNetUpBlock[1]/cat_0";
 "75 UNet/ModuleList[up_path]/UNetUpBlock[1]/cat_0" -> "77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "76 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "80 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "80 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "81 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "85 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "85 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "87 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
 "86 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "87 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -214,13 +214,13 @@ strict digraph  {
 "89 UNet/ModuleList[up_path]/UNetUpBlock[2]/__getitem___0" -> "90 UNet/ModuleList[up_path]/UNetUpBlock[2]/cat_0";
 "90 UNet/ModuleList[up_path]/UNetUpBlock[2]/cat_0" -> "92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "91 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "95 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "95 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "96 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "104 UNet/ModuleList[up_path]/UNetUpBlock[3]/__getitem___0";
 "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "100 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "100 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "102 UNet/ModuleList[up_path]/UNetUpBlock[3]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -230,13 +230,13 @@ strict digraph  {
 "104 UNet/ModuleList[up_path]/UNetUpBlock[3]/__getitem___0" -> "105 UNet/ModuleList[up_path]/UNetUpBlock[3]/cat_0";
 "105 UNet/ModuleList[up_path]/UNetUpBlock[3]/cat_0" -> "107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "106 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "110 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "110 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "111 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "115 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "115 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "117 UNet/NNCFConv2d[last]/conv2d_0";
 "116 UNet/NNCFConv2d[last]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "117 UNet/NNCFConv2d[last]/conv2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/asymmetric/vgg16.dot b/tests/torch/data/reference_graphs/quantized/asymmetric/vgg16.dot
index c1e1cd09978..bfec336916a 100644
--- a/tests/torch/data/reference_graphs/quantized/asymmetric/vgg16.dot
+++ b/tests/torch/data/reference_graphs/quantized/asymmetric/vgg16.dot
@@ -3,71 +3,71 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [id=1, type=asymmetric_quantize];
 "2 VGG/Sequential[features]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=2, type=asymmetric_quantize];
 "3 VGG/Sequential[features]/NNCFConv2d[0]/conv2d_0" [id=3, type=conv2d];
-"4 VGG/Sequential[features]/BatchNorm2d[1]/batch_norm_0" [id=4, type=batch_norm];
+"4 VGG/Sequential[features]/NNCFBatchNorm[1]/batch_norm_0" [id=4, type=batch_norm];
 "5 VGG/Sequential[features]/ReLU[2]/relu__0" [id=5, type=relu_];
 "6 VGG/Sequential[features]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" [id=6, type=asymmetric_quantize];
 "7 VGG/Sequential[features]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=7, type=asymmetric_quantize];
 "8 VGG/Sequential[features]/NNCFConv2d[3]/conv2d_0" [id=8, type=conv2d];
-"9 VGG/Sequential[features]/BatchNorm2d[4]/batch_norm_0" [id=9, type=batch_norm];
+"9 VGG/Sequential[features]/NNCFBatchNorm[4]/batch_norm_0" [id=9, type=batch_norm];
 "10 VGG/Sequential[features]/ReLU[5]/relu__0" [id=10, type=relu_];
 "11 VGG/Sequential[features]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" [id=11, type=asymmetric_quantize];
 "12 VGG/Sequential[features]/MaxPool2d[6]/max_pool2d_0" [id=12, type=max_pool2d];
 "13 VGG/Sequential[features]/NNCFConv2d[7]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=13, type=asymmetric_quantize];
 "14 VGG/Sequential[features]/NNCFConv2d[7]/conv2d_0" [id=14, type=conv2d];
-"15 VGG/Sequential[features]/BatchNorm2d[8]/batch_norm_0" [id=15, type=batch_norm];
+"15 VGG/Sequential[features]/NNCFBatchNorm[8]/batch_norm_0" [id=15, type=batch_norm];
 "16 VGG/Sequential[features]/ReLU[9]/relu__0" [id=16, type=relu_];
 "17 VGG/Sequential[features]/ReLU[9]/AsymmetricQuantizer/asymmetric_quantize_0" [id=17, type=asymmetric_quantize];
 "18 VGG/Sequential[features]/NNCFConv2d[10]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=18, type=asymmetric_quantize];
 "19 VGG/Sequential[features]/NNCFConv2d[10]/conv2d_0" [id=19, type=conv2d];
-"20 VGG/Sequential[features]/BatchNorm2d[11]/batch_norm_0" [id=20, type=batch_norm];
+"20 VGG/Sequential[features]/NNCFBatchNorm[11]/batch_norm_0" [id=20, type=batch_norm];
 "21 VGG/Sequential[features]/ReLU[12]/relu__0" [id=21, type=relu_];
 "22 VGG/Sequential[features]/ReLU[12]/AsymmetricQuantizer/asymmetric_quantize_0" [id=22, type=asymmetric_quantize];
 "23 VGG/Sequential[features]/MaxPool2d[13]/max_pool2d_0" [id=23, type=max_pool2d];
 "24 VGG/Sequential[features]/NNCFConv2d[14]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=24, type=asymmetric_quantize];
 "25 VGG/Sequential[features]/NNCFConv2d[14]/conv2d_0" [id=25, type=conv2d];
-"26 VGG/Sequential[features]/BatchNorm2d[15]/batch_norm_0" [id=26, type=batch_norm];
+"26 VGG/Sequential[features]/NNCFBatchNorm[15]/batch_norm_0" [id=26, type=batch_norm];
 "27 VGG/Sequential[features]/ReLU[16]/relu__0" [id=27, type=relu_];
 "28 VGG/Sequential[features]/ReLU[16]/AsymmetricQuantizer/asymmetric_quantize_0" [id=28, type=asymmetric_quantize];
 "29 VGG/Sequential[features]/NNCFConv2d[17]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=29, type=asymmetric_quantize];
 "30 VGG/Sequential[features]/NNCFConv2d[17]/conv2d_0" [id=30, type=conv2d];
-"31 VGG/Sequential[features]/BatchNorm2d[18]/batch_norm_0" [id=31, type=batch_norm];
+"31 VGG/Sequential[features]/NNCFBatchNorm[18]/batch_norm_0" [id=31, type=batch_norm];
 "32 VGG/Sequential[features]/ReLU[19]/relu__0" [id=32, type=relu_];
 "33 VGG/Sequential[features]/ReLU[19]/AsymmetricQuantizer/asymmetric_quantize_0" [id=33, type=asymmetric_quantize];
 "34 VGG/Sequential[features]/NNCFConv2d[20]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=34, type=asymmetric_quantize];
 "35 VGG/Sequential[features]/NNCFConv2d[20]/conv2d_0" [id=35, type=conv2d];
-"36 VGG/Sequential[features]/BatchNorm2d[21]/batch_norm_0" [id=36, type=batch_norm];
+"36 VGG/Sequential[features]/NNCFBatchNorm[21]/batch_norm_0" [id=36, type=batch_norm];
 "37 VGG/Sequential[features]/ReLU[22]/relu__0" [id=37, type=relu_];
 "38 VGG/Sequential[features]/ReLU[22]/AsymmetricQuantizer/asymmetric_quantize_0" [id=38, type=asymmetric_quantize];
 "39 VGG/Sequential[features]/MaxPool2d[23]/max_pool2d_0" [id=39, type=max_pool2d];
 "40 VGG/Sequential[features]/NNCFConv2d[24]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=40, type=asymmetric_quantize];
 "41 VGG/Sequential[features]/NNCFConv2d[24]/conv2d_0" [id=41, type=conv2d];
-"42 VGG/Sequential[features]/BatchNorm2d[25]/batch_norm_0" [id=42, type=batch_norm];
+"42 VGG/Sequential[features]/NNCFBatchNorm[25]/batch_norm_0" [id=42, type=batch_norm];
 "43 VGG/Sequential[features]/ReLU[26]/relu__0" [id=43, type=relu_];
 "44 VGG/Sequential[features]/ReLU[26]/AsymmetricQuantizer/asymmetric_quantize_0" [id=44, type=asymmetric_quantize];
 "45 VGG/Sequential[features]/NNCFConv2d[27]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=45, type=asymmetric_quantize];
 "46 VGG/Sequential[features]/NNCFConv2d[27]/conv2d_0" [id=46, type=conv2d];
-"47 VGG/Sequential[features]/BatchNorm2d[28]/batch_norm_0" [id=47, type=batch_norm];
+"47 VGG/Sequential[features]/NNCFBatchNorm[28]/batch_norm_0" [id=47, type=batch_norm];
 "48 VGG/Sequential[features]/ReLU[29]/relu__0" [id=48, type=relu_];
 "49 VGG/Sequential[features]/ReLU[29]/AsymmetricQuantizer/asymmetric_quantize_0" [id=49, type=asymmetric_quantize];
 "50 VGG/Sequential[features]/NNCFConv2d[30]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=50, type=asymmetric_quantize];
 "51 VGG/Sequential[features]/NNCFConv2d[30]/conv2d_0" [id=51, type=conv2d];
-"52 VGG/Sequential[features]/BatchNorm2d[31]/batch_norm_0" [id=52, type=batch_norm];
+"52 VGG/Sequential[features]/NNCFBatchNorm[31]/batch_norm_0" [id=52, type=batch_norm];
 "53 VGG/Sequential[features]/ReLU[32]/relu__0" [id=53, type=relu_];
 "54 VGG/Sequential[features]/ReLU[32]/AsymmetricQuantizer/asymmetric_quantize_0" [id=54, type=asymmetric_quantize];
 "55 VGG/Sequential[features]/MaxPool2d[33]/max_pool2d_0" [id=55, type=max_pool2d];
 "56 VGG/Sequential[features]/NNCFConv2d[34]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=56, type=asymmetric_quantize];
 "57 VGG/Sequential[features]/NNCFConv2d[34]/conv2d_0" [id=57, type=conv2d];
-"58 VGG/Sequential[features]/BatchNorm2d[35]/batch_norm_0" [id=58, type=batch_norm];
+"58 VGG/Sequential[features]/NNCFBatchNorm[35]/batch_norm_0" [id=58, type=batch_norm];
 "59 VGG/Sequential[features]/ReLU[36]/relu__0" [id=59, type=relu_];
 "60 VGG/Sequential[features]/ReLU[36]/AsymmetricQuantizer/asymmetric_quantize_0" [id=60, type=asymmetric_quantize];
 "61 VGG/Sequential[features]/NNCFConv2d[37]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=61, type=asymmetric_quantize];
 "62 VGG/Sequential[features]/NNCFConv2d[37]/conv2d_0" [id=62, type=conv2d];
-"63 VGG/Sequential[features]/BatchNorm2d[38]/batch_norm_0" [id=63, type=batch_norm];
+"63 VGG/Sequential[features]/NNCFBatchNorm[38]/batch_norm_0" [id=63, type=batch_norm];
 "64 VGG/Sequential[features]/ReLU[39]/relu__0" [id=64, type=relu_];
 "65 VGG/Sequential[features]/ReLU[39]/AsymmetricQuantizer/asymmetric_quantize_0" [id=65, type=asymmetric_quantize];
 "66 VGG/Sequential[features]/NNCFConv2d[40]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" [id=66, type=asymmetric_quantize];
 "67 VGG/Sequential[features]/NNCFConv2d[40]/conv2d_0" [id=67, type=conv2d];
-"68 VGG/Sequential[features]/BatchNorm2d[41]/batch_norm_0" [id=68, type=batch_norm];
+"68 VGG/Sequential[features]/NNCFBatchNorm[41]/batch_norm_0" [id=68, type=batch_norm];
 "69 VGG/Sequential[features]/ReLU[42]/relu__0" [id=69, type=relu_];
 "70 VGG/Sequential[features]/ReLU[42]/AsymmetricQuantizer/asymmetric_quantize_0" [id=70, type=asymmetric_quantize];
 "71 VGG/Sequential[features]/MaxPool2d[43]/max_pool2d_0" [id=71, type=max_pool2d];
@@ -80,72 +80,72 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 VGG/Sequential[features]/NNCFConv2d[0]/conv2d_0";
 "2 VGG/Sequential[features]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "3 VGG/Sequential[features]/NNCFConv2d[0]/conv2d_0";
-"3 VGG/Sequential[features]/NNCFConv2d[0]/conv2d_0" -> "4 VGG/Sequential[features]/BatchNorm2d[1]/batch_norm_0";
-"4 VGG/Sequential[features]/BatchNorm2d[1]/batch_norm_0" -> "5 VGG/Sequential[features]/ReLU[2]/relu__0";
+"3 VGG/Sequential[features]/NNCFConv2d[0]/conv2d_0" -> "4 VGG/Sequential[features]/NNCFBatchNorm[1]/batch_norm_0";
+"4 VGG/Sequential[features]/NNCFBatchNorm[1]/batch_norm_0" -> "5 VGG/Sequential[features]/ReLU[2]/relu__0";
 "5 VGG/Sequential[features]/ReLU[2]/relu__0" -> "6 VGG/Sequential[features]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 VGG/Sequential[features]/ReLU[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "8 VGG/Sequential[features]/NNCFConv2d[3]/conv2d_0";
 "7 VGG/Sequential[features]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "8 VGG/Sequential[features]/NNCFConv2d[3]/conv2d_0";
-"8 VGG/Sequential[features]/NNCFConv2d[3]/conv2d_0" -> "9 VGG/Sequential[features]/BatchNorm2d[4]/batch_norm_0";
-"9 VGG/Sequential[features]/BatchNorm2d[4]/batch_norm_0" -> "10 VGG/Sequential[features]/ReLU[5]/relu__0";
+"8 VGG/Sequential[features]/NNCFConv2d[3]/conv2d_0" -> "9 VGG/Sequential[features]/NNCFBatchNorm[4]/batch_norm_0";
+"9 VGG/Sequential[features]/NNCFBatchNorm[4]/batch_norm_0" -> "10 VGG/Sequential[features]/ReLU[5]/relu__0";
 "10 VGG/Sequential[features]/ReLU[5]/relu__0" -> "11 VGG/Sequential[features]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "11 VGG/Sequential[features]/ReLU[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "12 VGG/Sequential[features]/MaxPool2d[6]/max_pool2d_0";
 "12 VGG/Sequential[features]/MaxPool2d[6]/max_pool2d_0" -> "14 VGG/Sequential[features]/NNCFConv2d[7]/conv2d_0";
 "13 VGG/Sequential[features]/NNCFConv2d[7]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "14 VGG/Sequential[features]/NNCFConv2d[7]/conv2d_0";
-"14 VGG/Sequential[features]/NNCFConv2d[7]/conv2d_0" -> "15 VGG/Sequential[features]/BatchNorm2d[8]/batch_norm_0";
-"15 VGG/Sequential[features]/BatchNorm2d[8]/batch_norm_0" -> "16 VGG/Sequential[features]/ReLU[9]/relu__0";
+"14 VGG/Sequential[features]/NNCFConv2d[7]/conv2d_0" -> "15 VGG/Sequential[features]/NNCFBatchNorm[8]/batch_norm_0";
+"15 VGG/Sequential[features]/NNCFBatchNorm[8]/batch_norm_0" -> "16 VGG/Sequential[features]/ReLU[9]/relu__0";
 "16 VGG/Sequential[features]/ReLU[9]/relu__0" -> "17 VGG/Sequential[features]/ReLU[9]/AsymmetricQuantizer/asymmetric_quantize_0";
 "17 VGG/Sequential[features]/ReLU[9]/AsymmetricQuantizer/asymmetric_quantize_0" -> "19 VGG/Sequential[features]/NNCFConv2d[10]/conv2d_0";
 "18 VGG/Sequential[features]/NNCFConv2d[10]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "19 VGG/Sequential[features]/NNCFConv2d[10]/conv2d_0";
-"19 VGG/Sequential[features]/NNCFConv2d[10]/conv2d_0" -> "20 VGG/Sequential[features]/BatchNorm2d[11]/batch_norm_0";
-"20 VGG/Sequential[features]/BatchNorm2d[11]/batch_norm_0" -> "21 VGG/Sequential[features]/ReLU[12]/relu__0";
+"19 VGG/Sequential[features]/NNCFConv2d[10]/conv2d_0" -> "20 VGG/Sequential[features]/NNCFBatchNorm[11]/batch_norm_0";
+"20 VGG/Sequential[features]/NNCFBatchNorm[11]/batch_norm_0" -> "21 VGG/Sequential[features]/ReLU[12]/relu__0";
 "21 VGG/Sequential[features]/ReLU[12]/relu__0" -> "22 VGG/Sequential[features]/ReLU[12]/AsymmetricQuantizer/asymmetric_quantize_0";
 "22 VGG/Sequential[features]/ReLU[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "23 VGG/Sequential[features]/MaxPool2d[13]/max_pool2d_0";
 "23 VGG/Sequential[features]/MaxPool2d[13]/max_pool2d_0" -> "25 VGG/Sequential[features]/NNCFConv2d[14]/conv2d_0";
 "24 VGG/Sequential[features]/NNCFConv2d[14]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "25 VGG/Sequential[features]/NNCFConv2d[14]/conv2d_0";
-"25 VGG/Sequential[features]/NNCFConv2d[14]/conv2d_0" -> "26 VGG/Sequential[features]/BatchNorm2d[15]/batch_norm_0";
-"26 VGG/Sequential[features]/BatchNorm2d[15]/batch_norm_0" -> "27 VGG/Sequential[features]/ReLU[16]/relu__0";
+"25 VGG/Sequential[features]/NNCFConv2d[14]/conv2d_0" -> "26 VGG/Sequential[features]/NNCFBatchNorm[15]/batch_norm_0";
+"26 VGG/Sequential[features]/NNCFBatchNorm[15]/batch_norm_0" -> "27 VGG/Sequential[features]/ReLU[16]/relu__0";
 "27 VGG/Sequential[features]/ReLU[16]/relu__0" -> "28 VGG/Sequential[features]/ReLU[16]/AsymmetricQuantizer/asymmetric_quantize_0";
 "28 VGG/Sequential[features]/ReLU[16]/AsymmetricQuantizer/asymmetric_quantize_0" -> "30 VGG/Sequential[features]/NNCFConv2d[17]/conv2d_0";
 "29 VGG/Sequential[features]/NNCFConv2d[17]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "30 VGG/Sequential[features]/NNCFConv2d[17]/conv2d_0";
-"30 VGG/Sequential[features]/NNCFConv2d[17]/conv2d_0" -> "31 VGG/Sequential[features]/BatchNorm2d[18]/batch_norm_0";
-"31 VGG/Sequential[features]/BatchNorm2d[18]/batch_norm_0" -> "32 VGG/Sequential[features]/ReLU[19]/relu__0";
+"30 VGG/Sequential[features]/NNCFConv2d[17]/conv2d_0" -> "31 VGG/Sequential[features]/NNCFBatchNorm[18]/batch_norm_0";
+"31 VGG/Sequential[features]/NNCFBatchNorm[18]/batch_norm_0" -> "32 VGG/Sequential[features]/ReLU[19]/relu__0";
 "32 VGG/Sequential[features]/ReLU[19]/relu__0" -> "33 VGG/Sequential[features]/ReLU[19]/AsymmetricQuantizer/asymmetric_quantize_0";
 "33 VGG/Sequential[features]/ReLU[19]/AsymmetricQuantizer/asymmetric_quantize_0" -> "35 VGG/Sequential[features]/NNCFConv2d[20]/conv2d_0";
 "34 VGG/Sequential[features]/NNCFConv2d[20]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "35 VGG/Sequential[features]/NNCFConv2d[20]/conv2d_0";
-"35 VGG/Sequential[features]/NNCFConv2d[20]/conv2d_0" -> "36 VGG/Sequential[features]/BatchNorm2d[21]/batch_norm_0";
-"36 VGG/Sequential[features]/BatchNorm2d[21]/batch_norm_0" -> "37 VGG/Sequential[features]/ReLU[22]/relu__0";
+"35 VGG/Sequential[features]/NNCFConv2d[20]/conv2d_0" -> "36 VGG/Sequential[features]/NNCFBatchNorm[21]/batch_norm_0";
+"36 VGG/Sequential[features]/NNCFBatchNorm[21]/batch_norm_0" -> "37 VGG/Sequential[features]/ReLU[22]/relu__0";
 "37 VGG/Sequential[features]/ReLU[22]/relu__0" -> "38 VGG/Sequential[features]/ReLU[22]/AsymmetricQuantizer/asymmetric_quantize_0";
 "38 VGG/Sequential[features]/ReLU[22]/AsymmetricQuantizer/asymmetric_quantize_0" -> "39 VGG/Sequential[features]/MaxPool2d[23]/max_pool2d_0";
 "39 VGG/Sequential[features]/MaxPool2d[23]/max_pool2d_0" -> "41 VGG/Sequential[features]/NNCFConv2d[24]/conv2d_0";
 "40 VGG/Sequential[features]/NNCFConv2d[24]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "41 VGG/Sequential[features]/NNCFConv2d[24]/conv2d_0";
-"41 VGG/Sequential[features]/NNCFConv2d[24]/conv2d_0" -> "42 VGG/Sequential[features]/BatchNorm2d[25]/batch_norm_0";
-"42 VGG/Sequential[features]/BatchNorm2d[25]/batch_norm_0" -> "43 VGG/Sequential[features]/ReLU[26]/relu__0";
+"41 VGG/Sequential[features]/NNCFConv2d[24]/conv2d_0" -> "42 VGG/Sequential[features]/NNCFBatchNorm[25]/batch_norm_0";
+"42 VGG/Sequential[features]/NNCFBatchNorm[25]/batch_norm_0" -> "43 VGG/Sequential[features]/ReLU[26]/relu__0";
 "43 VGG/Sequential[features]/ReLU[26]/relu__0" -> "44 VGG/Sequential[features]/ReLU[26]/AsymmetricQuantizer/asymmetric_quantize_0";
 "44 VGG/Sequential[features]/ReLU[26]/AsymmetricQuantizer/asymmetric_quantize_0" -> "46 VGG/Sequential[features]/NNCFConv2d[27]/conv2d_0";
 "45 VGG/Sequential[features]/NNCFConv2d[27]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "46 VGG/Sequential[features]/NNCFConv2d[27]/conv2d_0";
-"46 VGG/Sequential[features]/NNCFConv2d[27]/conv2d_0" -> "47 VGG/Sequential[features]/BatchNorm2d[28]/batch_norm_0";
-"47 VGG/Sequential[features]/BatchNorm2d[28]/batch_norm_0" -> "48 VGG/Sequential[features]/ReLU[29]/relu__0";
+"46 VGG/Sequential[features]/NNCFConv2d[27]/conv2d_0" -> "47 VGG/Sequential[features]/NNCFBatchNorm[28]/batch_norm_0";
+"47 VGG/Sequential[features]/NNCFBatchNorm[28]/batch_norm_0" -> "48 VGG/Sequential[features]/ReLU[29]/relu__0";
 "48 VGG/Sequential[features]/ReLU[29]/relu__0" -> "49 VGG/Sequential[features]/ReLU[29]/AsymmetricQuantizer/asymmetric_quantize_0";
 "49 VGG/Sequential[features]/ReLU[29]/AsymmetricQuantizer/asymmetric_quantize_0" -> "51 VGG/Sequential[features]/NNCFConv2d[30]/conv2d_0";
 "50 VGG/Sequential[features]/NNCFConv2d[30]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "51 VGG/Sequential[features]/NNCFConv2d[30]/conv2d_0";
-"51 VGG/Sequential[features]/NNCFConv2d[30]/conv2d_0" -> "52 VGG/Sequential[features]/BatchNorm2d[31]/batch_norm_0";
-"52 VGG/Sequential[features]/BatchNorm2d[31]/batch_norm_0" -> "53 VGG/Sequential[features]/ReLU[32]/relu__0";
+"51 VGG/Sequential[features]/NNCFConv2d[30]/conv2d_0" -> "52 VGG/Sequential[features]/NNCFBatchNorm[31]/batch_norm_0";
+"52 VGG/Sequential[features]/NNCFBatchNorm[31]/batch_norm_0" -> "53 VGG/Sequential[features]/ReLU[32]/relu__0";
 "53 VGG/Sequential[features]/ReLU[32]/relu__0" -> "54 VGG/Sequential[features]/ReLU[32]/AsymmetricQuantizer/asymmetric_quantize_0";
 "54 VGG/Sequential[features]/ReLU[32]/AsymmetricQuantizer/asymmetric_quantize_0" -> "55 VGG/Sequential[features]/MaxPool2d[33]/max_pool2d_0";
 "55 VGG/Sequential[features]/MaxPool2d[33]/max_pool2d_0" -> "57 VGG/Sequential[features]/NNCFConv2d[34]/conv2d_0";
 "56 VGG/Sequential[features]/NNCFConv2d[34]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "57 VGG/Sequential[features]/NNCFConv2d[34]/conv2d_0";
-"57 VGG/Sequential[features]/NNCFConv2d[34]/conv2d_0" -> "58 VGG/Sequential[features]/BatchNorm2d[35]/batch_norm_0";
-"58 VGG/Sequential[features]/BatchNorm2d[35]/batch_norm_0" -> "59 VGG/Sequential[features]/ReLU[36]/relu__0";
+"57 VGG/Sequential[features]/NNCFConv2d[34]/conv2d_0" -> "58 VGG/Sequential[features]/NNCFBatchNorm[35]/batch_norm_0";
+"58 VGG/Sequential[features]/NNCFBatchNorm[35]/batch_norm_0" -> "59 VGG/Sequential[features]/ReLU[36]/relu__0";
 "59 VGG/Sequential[features]/ReLU[36]/relu__0" -> "60 VGG/Sequential[features]/ReLU[36]/AsymmetricQuantizer/asymmetric_quantize_0";
 "60 VGG/Sequential[features]/ReLU[36]/AsymmetricQuantizer/asymmetric_quantize_0" -> "62 VGG/Sequential[features]/NNCFConv2d[37]/conv2d_0";
 "61 VGG/Sequential[features]/NNCFConv2d[37]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "62 VGG/Sequential[features]/NNCFConv2d[37]/conv2d_0";
-"62 VGG/Sequential[features]/NNCFConv2d[37]/conv2d_0" -> "63 VGG/Sequential[features]/BatchNorm2d[38]/batch_norm_0";
-"63 VGG/Sequential[features]/BatchNorm2d[38]/batch_norm_0" -> "64 VGG/Sequential[features]/ReLU[39]/relu__0";
+"62 VGG/Sequential[features]/NNCFConv2d[37]/conv2d_0" -> "63 VGG/Sequential[features]/NNCFBatchNorm[38]/batch_norm_0";
+"63 VGG/Sequential[features]/NNCFBatchNorm[38]/batch_norm_0" -> "64 VGG/Sequential[features]/ReLU[39]/relu__0";
 "64 VGG/Sequential[features]/ReLU[39]/relu__0" -> "65 VGG/Sequential[features]/ReLU[39]/AsymmetricQuantizer/asymmetric_quantize_0";
 "65 VGG/Sequential[features]/ReLU[39]/AsymmetricQuantizer/asymmetric_quantize_0" -> "67 VGG/Sequential[features]/NNCFConv2d[40]/conv2d_0";
 "66 VGG/Sequential[features]/NNCFConv2d[40]/ModuleDict[pre_ops]/UpdateWeight[0]/AsymmetricQuantizer[op]/asymmetric_quantize_0" -> "67 VGG/Sequential[features]/NNCFConv2d[40]/conv2d_0";
-"67 VGG/Sequential[features]/NNCFConv2d[40]/conv2d_0" -> "68 VGG/Sequential[features]/BatchNorm2d[41]/batch_norm_0";
-"68 VGG/Sequential[features]/BatchNorm2d[41]/batch_norm_0" -> "69 VGG/Sequential[features]/ReLU[42]/relu__0";
+"67 VGG/Sequential[features]/NNCFConv2d[40]/conv2d_0" -> "68 VGG/Sequential[features]/NNCFBatchNorm[41]/batch_norm_0";
+"68 VGG/Sequential[features]/NNCFBatchNorm[41]/batch_norm_0" -> "69 VGG/Sequential[features]/ReLU[42]/relu__0";
 "69 VGG/Sequential[features]/ReLU[42]/relu__0" -> "70 VGG/Sequential[features]/ReLU[42]/AsymmetricQuantizer/asymmetric_quantize_0";
 "70 VGG/Sequential[features]/ReLU[42]/AsymmetricQuantizer/asymmetric_quantize_0" -> "71 VGG/Sequential[features]/MaxPool2d[43]/max_pool2d_0";
 "71 VGG/Sequential[features]/MaxPool2d[43]/max_pool2d_0" -> "72 VGG/Sequential[features]/AvgPool2d[44]/avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/autoq/inception_v3_device_VPU__eval_subset_ratio_0.4__with_ignored_scopes.dot b/tests/torch/data/reference_graphs/quantized/autoq/inception_v3_device_VPU__eval_subset_ratio_0.4__with_ignored_scopes.dot
index 456e5404f48..8208a74b465 100644
--- a/tests/torch/data/reference_graphs/quantized/autoq/inception_v3_device_VPU__eval_subset_ratio_0.4__with_ignored_scopes.dot
+++ b/tests/torch/data/reference_graphs/quantized/autoq/inception_v3_device_VPU__eval_subset_ratio_0.4__with_ignored_scopes.dot
@@ -3,381 +3,381 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [color=red, id=1, label="AFQ_[B:4 M:S SGN:S PC:N]_#1_G0", style=filled, type=symmetric_quantize];
 "2 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=2, label="WFQ_[B:4 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=3, label="conv2d_k3x3_#3", style=filled, type=conv2d];
-"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" [id=5, label="relu__#5", style=filled, type=relu_];
 "6 Inception3/BasicConv2d[Conv2d_1a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=6, label="AFQ_[B:8 M:A SGN:S PC:N]_#6_G1", style=filled, type=asymmetric_quantize];
 "7 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=7, label="conv2d_k3x3_#7", style=filled, type=conv2d];
-"8 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=8, label="batch_norm_#8", style=filled, type=batch_norm];
+"8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=8, label="batch_norm_#8", style=filled, type=batch_norm];
 "9 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" [id=9, label="relu__#9", style=filled, type=relu_];
 "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=10, label="AFQ_[B:8 M:A SGN:S PC:N]_#10_G2", style=filled, type=asymmetric_quantize];
 "11 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=11, label="WFQ_[B:8 M:S SGN:S PC:Y]_#11_G2", style=filled, type=symmetric_quantize];
 "12 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=12, label="conv2d_k3x3_PAD_#12", style=filled, type=conv2d];
-"13 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=13, label="batch_norm_#13", style=filled, type=batch_norm];
+"13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=13, label="batch_norm_#13", style=filled, type=batch_norm];
 "14 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" [id=14, label="relu__#14", style=filled, type=relu_];
 "15 Inception3/BasicConv2d[Conv2d_2b_3x3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=15, label="AFQ_[B:4 M:S SGN:U PC:N]_#15_G3", style=filled, type=symmetric_quantize];
 "16 Inception3/MaxPool2d[maxpool1]/max_pool2d_0" [id=16, label="max_pool2d_#16", style=filled, type=max_pool2d];
 "17 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=17, label="WFQ_[B:4 M:S SGN:S PC:Y]_#17_G3", style=filled, type=symmetric_quantize];
 "18 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=18, label="conv2d_k1x1_#18", style=filled, type=conv2d];
-"19 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" [id=19, label="batch_norm_#19", style=filled, type=batch_norm];
+"19 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=19, label="batch_norm_#19", style=filled, type=batch_norm];
 "20 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" [id=20, label="relu__#20", style=filled, type=relu_];
 "21 Inception3/BasicConv2d[Conv2d_3b_1x1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=21, label="AFQ_[B:4 M:S SGN:U PC:N]_#21_G4", style=filled, type=symmetric_quantize];
 "22 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=22, label="WFQ_[B:2 M:S SGN:S PC:Y]_#22_G4", style=filled, type=symmetric_quantize];
 "23 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=23, label="conv2d_k3x3_#23", style=filled, type=conv2d];
-"24 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=24, label="batch_norm_#24", style=filled, type=batch_norm];
+"24 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=24, label="batch_norm_#24", style=filled, type=batch_norm];
 "25 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" [id=25, label="relu__#25", style=filled, type=relu_];
 "26 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=26, label="AFQ_[B:8 M:A SGN:S PC:N]_#26_G56", style=filled, type=asymmetric_quantize];
 "27 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" [id=27, label="max_pool2d_#27", style=filled, type=max_pool2d];
 "28 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=28, label="WFQ_[B:4 M:S SGN:S PC:Y]_#28_G56", style=filled, type=symmetric_quantize];
 "29 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=29, label="conv2d_k1x1_#29", style=filled, type=conv2d];
-"30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=30, label="batch_norm_#30", style=filled, type=batch_norm];
+"30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=30, label="batch_norm_#30", style=filled, type=batch_norm];
 "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" [id=31, label="relu__#31", style=filled, type=relu_];
 "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=32, label="AFQ_[B:8 M:A SGN:S PC:N]_#32_G61", style=filled, type=asymmetric_quantize];
 "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=33, label="WFQ_[B:4 M:S SGN:S PC:Y]_#33_G56", style=filled, type=symmetric_quantize];
 "34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=34, label="conv2d_k1x1_#34", style=filled, type=conv2d];
-"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" [id=35, label="batch_norm_#35", style=filled, type=batch_norm];
+"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=35, label="batch_norm_#35", style=filled, type=batch_norm];
 "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" [id=36, label="relu__#36", style=filled, type=relu_];
 "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=37, label="AFQ_[B:8 M:A SGN:S PC:N]_#37_G5", style=filled, type=asymmetric_quantize];
 "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=38, label="WFQ_[B:8 M:S SGN:S PC:Y]_#38_G5", style=filled, type=symmetric_quantize];
 "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=39, label="conv2d_k5x5_PAD_#39", style=filled, type=conv2d];
-"40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" [id=40, label="batch_norm_#40", style=filled, type=batch_norm];
+"40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=40, label="batch_norm_#40", style=filled, type=batch_norm];
 "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" [id=41, label="relu__#41", style=filled, type=relu_];
 "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=42, label="AFQ_[B:8 M:A SGN:S PC:N]_#42_G61", style=filled, type=asymmetric_quantize];
 "43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=43, label="WFQ_[B:2 M:S SGN:S PC:Y]_#43_G56", style=filled, type=symmetric_quantize];
 "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=44, label="conv2d_k1x1_#44", style=filled, type=conv2d];
-"45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=45, label="batch_norm_#45", style=filled, type=batch_norm];
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@@ -393,76 +393,76 @@ strict digraph  {
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+"492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" [id=492, label="batch_norm_#492", style=filled, type=batch_norm];
 "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" [id=493, label="relu__#493", style=filled, type=relu_];
 "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=494, label="AFQ_[B:8 M:S SGN:U PC:Y]_#494_G66", style=filled, type=symmetric_quantize];
 "495 Inception3/InceptionE[Mixed_7c]/cat_0" [id=495, label="cat_#495", style=filled, type=cat];
 "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=496, label="WFQ_[B:4 M:S SGN:S PC:Y]_#496_G67", style=filled, type=symmetric_quantize];
 "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=497, label="conv2d_k1x1_#497", style=filled, type=conv2d];
-"498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=498, label="batch_norm_#498", style=filled, type=batch_norm];
+"498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=498, label="batch_norm_#498", style=filled, type=batch_norm];
 "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=499, label="relu__#499", style=filled, type=relu_];
 "500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=500, label="AFQ_[B:4 M:S SGN:U PC:N]_#500_G53", style=filled, type=symmetric_quantize];
 "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=501, label="WFQ_[B:2 M:S SGN:S PC:Y]_#501_G53", style=filled, type=symmetric_quantize];
 "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" [color=lightblue, id=502, label="pad_k3x3_PAD_#502", style=filled, type=pad];
 "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=503, label="conv2d_k3x3_PAD_#503", style=filled, type=conv2d];
-"504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=504, label="batch_norm_#504", style=filled, type=batch_norm];
+"504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=504, label="batch_norm_#504", style=filled, type=batch_norm];
 "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=505, label="relu__#505", style=filled, type=relu_];
 "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=506, label="AFQ_[B:4 M:S SGN:U PC:N]_#506_G60", style=filled, type=symmetric_quantize];
 "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=507, label="WFQ_[B:2 M:S SGN:S PC:Y]_#507_G60", style=filled, type=symmetric_quantize];
 "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=508, label="conv2d_k1x3_#508", style=filled, type=conv2d];
-"509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=509, label="batch_norm_#509", style=filled, type=batch_norm];
+"509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=509, label="batch_norm_#509", style=filled, type=batch_norm];
 "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=510, label="relu__#510", style=filled, type=relu_];
 "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=511, label="AFQ_[B:8 M:S SGN:U PC:Y]_#511_G66", style=filled, type=symmetric_quantize];
 "512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=512, label="WFQ_[B:2 M:S SGN:S PC:Y]_#512_G60", style=filled, type=symmetric_quantize];
 "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=513, label="conv2d_k3x1_#513", style=filled, type=conv2d];
-"514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=514, label="batch_norm_#514", style=filled, type=batch_norm];
+"514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=514, label="batch_norm_#514", style=filled, type=batch_norm];
 "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=515, label="relu__#515", style=filled, type=relu_];
 "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=516, label="AFQ_[B:8 M:S SGN:U PC:Y]_#516_G66", style=filled, type=symmetric_quantize];
 "517 Inception3/InceptionE[Mixed_7c]/cat_1" [id=517, label="cat_#517", style=filled, type=cat];
@@ -521,7 +521,7 @@ strict digraph  {
 "519 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=519, label="AFQ_[B:4 M:S SGN:U PC:N]_#519_G54", style=filled, type=symmetric_quantize];
 "520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=520, label="WFQ_[B:4 M:S SGN:S PC:Y]_#520_G54", style=filled, type=symmetric_quantize];
 "521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=521, label="conv2d_k1x1_#521", style=filled, type=conv2d];
-"522 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=522, label="batch_norm_#522", style=filled, type=batch_norm];
+"522 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=522, label="batch_norm_#522", style=filled, type=batch_norm];
 "523 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" [id=523, label="relu__#523", style=filled, type=relu_];
 "524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=524, label="AFQ_[B:8 M:S SGN:U PC:Y]_#524_G66", style=filled, type=symmetric_quantize];
 "525 Inception3/InceptionE[Mixed_7c]/cat_2" [id=525, label="cat_#525", style=filled, type=cat];
@@ -552,28 +552,28 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "2 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "4 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
+"3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "4 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
 "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" -> "6 Inception3/BasicConv2d[Conv2d_1a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 Inception3/BasicConv2d[Conv2d_1a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "7 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"7 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "8 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"8 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "9 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
+"7 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "9 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
 "9 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" -> "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "12 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0";
 "11 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "12 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0";
-"12 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "13 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"13 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "14 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
+"12 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "14 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
 "14 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" -> "15 Inception3/BasicConv2d[Conv2d_2b_3x3]/SymmetricQuantizer/symmetric_quantize_0";
 "15 Inception3/BasicConv2d[Conv2d_2b_3x3]/SymmetricQuantizer/symmetric_quantize_0" -> "16 Inception3/MaxPool2d[maxpool1]/max_pool2d_0";
 "16 Inception3/MaxPool2d[maxpool1]/max_pool2d_0" -> "18 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
 "17 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "18 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
-"18 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "19 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0";
-"19 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" -> "20 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
+"18 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "19 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"19 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "20 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
 "20 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" -> "21 Inception3/BasicConv2d[Conv2d_3b_1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "21 Inception3/BasicConv2d[Conv2d_3b_1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "23 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "22 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "23 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"23 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "24 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"24 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "25 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
+"23 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "24 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"24 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "25 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
 "25 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" -> "26 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "26 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 Inception3/MaxPool2d[maxpool2]/max_pool2d_0";
 "27 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" -> "29 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -581,42 +581,42 @@ strict digraph  {
 "27 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" -> "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "27 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" -> "60 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0";
 "28 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "29 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"29 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
+"29 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
 "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" -> "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "67 Inception3/InceptionA[Mixed_5b]/cat_0";
 "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
+"34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
 "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" -> "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
+"39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
 "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" -> "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "67 Inception3/InceptionA[Mixed_5b]/cat_0";
 "43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0";
 "54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0" -> "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "67 Inception3/InceptionA[Mixed_5b]/cat_0";
 "60 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0" -> "61 Inception3/InceptionA[Mixed_5b]/SymmetricQuantizer/symmetric_quantize_0";
 "61 Inception3/InceptionA[Mixed_5b]/SymmetricQuantizer/symmetric_quantize_0" -> "63 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "62 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "63 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"63 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
+"63 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
 "65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0" -> "66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "67 Inception3/InceptionA[Mixed_5b]/cat_0";
 "67 Inception3/InceptionA[Mixed_5b]/cat_0" -> "69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -624,42 +624,42 @@ strict digraph  {
 "67 Inception3/InceptionA[Mixed_5b]/cat_0" -> "84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "67 Inception3/InceptionA[Mixed_5b]/cat_0" -> "100 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0";
 "68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
+"69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
 "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0" -> "72 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "72 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "107 Inception3/InceptionA[Mixed_5c]/cat_0";
 "73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "76 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
+"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "76 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
 "76 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0" -> "77 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "77 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "80 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"80 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "81 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
+"79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "80 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"80 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "81 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
 "81 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0" -> "82 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "82 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "107 Inception3/InceptionA[Mixed_5c]/cat_0";
 "83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "85 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"85 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "86 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "85 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"85 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "86 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "86 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "91 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"91 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "91 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"91 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0";
 "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "96 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0" -> "96 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"96 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"96 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "107 Inception3/InceptionA[Mixed_5c]/cat_0";
 "100 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0" -> "101 Inception3/InceptionA[Mixed_5c]/SymmetricQuantizer/symmetric_quantize_0";
 "101 Inception3/InceptionA[Mixed_5c]/SymmetricQuantizer/symmetric_quantize_0" -> "103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "102 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "104 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"104 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
+"103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "104 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"104 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
 "105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0" -> "106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "107 Inception3/InceptionA[Mixed_5c]/cat_0";
 "107 Inception3/InceptionA[Mixed_5c]/cat_0" -> "109 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -667,65 +667,65 @@ strict digraph  {
 "107 Inception3/InceptionA[Mixed_5c]/cat_0" -> "125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "107 Inception3/InceptionA[Mixed_5c]/cat_0" -> "140 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0";
 "108 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "109 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"109 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "110 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"110 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "111 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
+"109 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "110 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"110 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "111 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
 "111 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0" -> "112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "147 Inception3/InceptionA[Mixed_5d]/cat_0";
 "113 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "114 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"114 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "115 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"115 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "116 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
+"114 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "115 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"115 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "116 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
 "116 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0" -> "117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0";
 "117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0" -> "119 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0";
 "118 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "120 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "119 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0" -> "120 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"120 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "121 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"121 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
+"120 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "121 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"121 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
 "122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0" -> "123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "147 Inception3/InceptionA[Mixed_5d]/cat_0";
 "124 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "129 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0";
 "134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0" -> "136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "147 Inception3/InceptionA[Mixed_5d]/cat_0";
 "140 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0" -> "141 Inception3/InceptionA[Mixed_5d]/SymmetricQuantizer/symmetric_quantize_0";
 "141 Inception3/InceptionA[Mixed_5d]/SymmetricQuantizer/symmetric_quantize_0" -> "143 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "142 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "143 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"143 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "144 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"144 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
+"143 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "144 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"144 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
 "145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0" -> "146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "147 Inception3/InceptionA[Mixed_5d]/cat_0";
 "147 Inception3/InceptionA[Mixed_5d]/cat_0" -> "149 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
 "147 Inception3/InceptionA[Mixed_5d]/cat_0" -> "154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "147 Inception3/InceptionA[Mixed_5d]/cat_0" -> "168 Inception3/InceptionB[Mixed_6a]/max_pool2d_0";
 "148 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "149 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
-"149 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "150 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0";
-"150 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0" -> "151 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
+"149 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "150 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"150 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "151 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
 "151 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0" -> "152 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "152 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "169 Inception3/InceptionB[Mixed_6a]/cat_0";
 "153 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "155 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"155 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "155 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"155 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "157 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "157 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "158 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "160 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"160 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "161 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "160 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"160 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "161 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "161 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "162 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "162 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "166 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "166 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "166 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "167 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "167 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "169 Inception3/InceptionB[Mixed_6a]/cat_0";
 "168 Inception3/InceptionB[Mixed_6a]/max_pool2d_0" -> "169 Inception3/InceptionB[Mixed_6a]/cat_0";
@@ -734,55 +734,55 @@ strict digraph  {
 "169 Inception3/InceptionB[Mixed_6a]/cat_0" -> "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "169 Inception3/InceptionB[Mixed_6a]/cat_0" -> "215 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0";
 "170 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "171 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"171 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "172 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"172 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "173 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
+"171 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "172 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"172 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "173 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
 "173 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0" -> "174 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "174 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "222 Inception3/InceptionC[Mixed_6b]/cat_0";
 "175 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "178 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
+"176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "178 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
 "178 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0" -> "179 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "179 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "180 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "183 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
+"181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "183 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
 "183 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0" -> "184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "188 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
+"186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "188 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
 "188 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0" -> "189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "222 Inception3/InceptionC[Mixed_6b]/cat_0";
 "190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "193 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "193 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "193 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "198 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "198 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "198 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "203 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "203 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "203 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "208 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "208 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "208 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "222 Inception3/InceptionC[Mixed_6b]/cat_0";
 "215 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0" -> "216 Inception3/InceptionC[Mixed_6b]/SymmetricQuantizer/symmetric_quantize_0";
 "216 Inception3/InceptionC[Mixed_6b]/SymmetricQuantizer/symmetric_quantize_0" -> "218 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "217 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "218 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"218 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "219 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"219 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "220 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
+"218 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "219 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"219 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "220 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
 "220 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0" -> "221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "222 Inception3/InceptionC[Mixed_6b]/cat_0";
 "222 Inception3/InceptionC[Mixed_6b]/cat_0" -> "224 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -790,55 +790,55 @@ strict digraph  {
 "222 Inception3/InceptionC[Mixed_6b]/cat_0" -> "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "222 Inception3/InceptionC[Mixed_6b]/cat_0" -> "268 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0";
 "223 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "224 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"224 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "225 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"225 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "226 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
+"224 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "225 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"225 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "226 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
 "226 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0" -> "227 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "227 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "275 Inception3/InceptionC[Mixed_6c]/cat_0";
 "228 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "231 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
+"229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "231 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
 "231 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0" -> "232 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "232 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "233 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "236 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
+"234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "236 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
 "236 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0" -> "237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "241 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
+"239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "241 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
 "241 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0" -> "242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "275 Inception3/InceptionC[Mixed_6c]/cat_0";
 "243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "246 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "246 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "246 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "251 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "251 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "251 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "256 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "256 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "256 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "261 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "261 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "261 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "275 Inception3/InceptionC[Mixed_6c]/cat_0";
 "268 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0" -> "269 Inception3/InceptionC[Mixed_6c]/SymmetricQuantizer/symmetric_quantize_0";
 "269 Inception3/InceptionC[Mixed_6c]/SymmetricQuantizer/symmetric_quantize_0" -> "271 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "270 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "271 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"271 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "272 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"272 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "273 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
+"271 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "272 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"272 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "273 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
 "273 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0" -> "274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "275 Inception3/InceptionC[Mixed_6c]/cat_0";
 "275 Inception3/InceptionC[Mixed_6c]/cat_0" -> "277 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -846,55 +846,55 @@ strict digraph  {
 "275 Inception3/InceptionC[Mixed_6c]/cat_0" -> "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "275 Inception3/InceptionC[Mixed_6c]/cat_0" -> "321 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0";
 "276 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "277 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"277 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "278 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"278 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "279 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
+"277 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "278 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"278 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "279 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
 "279 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0" -> "280 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "280 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "328 Inception3/InceptionC[Mixed_6d]/cat_0";
 "281 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "284 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
+"282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "284 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
 "284 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0" -> "285 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "285 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "286 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "289 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
+"287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "289 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
 "289 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0" -> "290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "294 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
+"292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "294 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
 "294 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0" -> "295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "328 Inception3/InceptionC[Mixed_6d]/cat_0";
 "296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "299 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "299 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "299 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "304 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "304 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "304 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "309 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "309 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "309 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "314 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "314 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "314 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "328 Inception3/InceptionC[Mixed_6d]/cat_0";
 "321 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0" -> "322 Inception3/InceptionC[Mixed_6d]/SymmetricQuantizer/symmetric_quantize_0";
 "322 Inception3/InceptionC[Mixed_6d]/SymmetricQuantizer/symmetric_quantize_0" -> "324 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "323 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "324 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"324 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "325 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"325 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "326 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
+"324 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "325 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"325 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "326 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
 "326 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0" -> "327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "328 Inception3/InceptionC[Mixed_6d]/cat_0";
 "328 Inception3/InceptionC[Mixed_6d]/cat_0" -> "330 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -902,55 +902,55 @@ strict digraph  {
 "328 Inception3/InceptionC[Mixed_6d]/cat_0" -> "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "328 Inception3/InceptionC[Mixed_6d]/cat_0" -> "374 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0";
 "329 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "330 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"330 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "331 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"331 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "332 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
+"330 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "331 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"331 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "332 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
 "332 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0" -> "333 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "333 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "381 Inception3/InceptionC[Mixed_6e]/cat_0";
 "334 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "337 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
+"335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "337 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
 "337 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0" -> "338 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "338 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "339 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "342 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
+"340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "342 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
 "342 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0" -> "343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "347 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
+"345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "347 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
 "347 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0" -> "348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "381 Inception3/InceptionC[Mixed_6e]/cat_0";
 "349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "352 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "352 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "352 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "381 Inception3/InceptionC[Mixed_6e]/cat_0";
 "374 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0" -> "375 Inception3/InceptionC[Mixed_6e]/AsymmetricQuantizer/asymmetric_quantize_0";
 "375 Inception3/InceptionC[Mixed_6e]/AsymmetricQuantizer/asymmetric_quantize_0" -> "377 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "377 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"377 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "378 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"378 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "379 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
+"377 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "378 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"378 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "379 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
 "379 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0" -> "380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "381 Inception3/InceptionC[Mixed_6e]/cat_0";
 "381 Inception3/InceptionC[Mixed_6e]/cat_0" -> "382 Inception3/InceptionAux[AuxLogits]/avg_pool2d_0";
@@ -968,33 +968,33 @@ strict digraph  {
 "390 Inception3/InceptionAux[AuxLogits]/flatten_0" -> "391 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0";
 "391 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0" -> "533 /nncf_model_output_1";
 "392 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "393 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"393 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "394 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"394 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "395 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
+"393 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "394 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"394 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "395 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
 "395 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0" -> "396 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "396 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0";
 "397 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0";
-"398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "400 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
+"398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "400 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
 "400 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0" -> "401 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "401 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "423 Inception3/InceptionD[Mixed_7a]/cat_0";
 "402 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0";
-"403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "405 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
+"403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "405 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
 "405 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0" -> "406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0";
 "407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0";
-"408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
+"408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
 "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0" -> "411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0";
 "412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0";
-"413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0";
-"414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0" -> "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
+"413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
 "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0" -> "416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/SymmetricQuantizer/symmetric_quantize_0";
 "416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/SymmetricQuantizer/symmetric_quantize_0" -> "418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0";
 "417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0";
-"418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0";
-"419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" -> "420 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
+"418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "420 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
 "420 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0" -> "421 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "421 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "423 Inception3/InceptionD[Mixed_7a]/cat_0";
 "422 Inception3/InceptionD[Mixed_7a]/max_pool2d_0" -> "423 Inception3/InceptionD[Mixed_7a]/cat_0";
@@ -1003,55 +1003,55 @@ strict digraph  {
 "423 Inception3/InceptionD[Mixed_7a]/cat_0" -> "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "423 Inception3/InceptionD[Mixed_7a]/cat_0" -> "467 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0";
 "424 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "425 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"425 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "426 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"426 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "427 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
+"425 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "426 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"426 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "427 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
 "427 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0" -> "428 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "428 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "474 Inception3/InceptionE[Mixed_7b]/cat_2";
 "429 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "432 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
+"430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "432 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
 "432 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0" -> "433 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "433 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
 "433 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
 "434 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
-"435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "437 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
+"435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "437 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
 "437 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0" -> "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0";
 "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0" -> "444 Inception3/InceptionE[Mixed_7b]/cat_0";
 "439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
-"440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
+"440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
 "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" -> "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "444 Inception3/InceptionE[Mixed_7b]/cat_0";
 "444 Inception3/InceptionE[Mixed_7b]/cat_0" -> "474 Inception3/InceptionE[Mixed_7b]/cat_2";
 "445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "448 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "448 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "448 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
 "455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
 "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
-"457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "459 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "459 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "459 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0";
 "460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0" -> "466 Inception3/InceptionE[Mixed_7b]/cat_1";
 "461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
-"462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "466 Inception3/InceptionE[Mixed_7b]/cat_1";
 "466 Inception3/InceptionE[Mixed_7b]/cat_1" -> "474 Inception3/InceptionE[Mixed_7b]/cat_2";
 "467 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0" -> "468 Inception3/InceptionE[Mixed_7b]/SymmetricQuantizer/symmetric_quantize_0";
 "468 Inception3/InceptionE[Mixed_7b]/SymmetricQuantizer/symmetric_quantize_0" -> "470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "469 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "472 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
+"470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "472 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
 "472 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" -> "473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "474 Inception3/InceptionE[Mixed_7b]/cat_2";
 "474 Inception3/InceptionE[Mixed_7b]/cat_2" -> "476 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -1059,55 +1059,55 @@ strict digraph  {
 "474 Inception3/InceptionE[Mixed_7b]/cat_2" -> "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "474 Inception3/InceptionE[Mixed_7b]/cat_2" -> "518 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0";
 "475 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "476 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"476 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "477 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"477 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "478 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
+"476 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "477 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"477 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "478 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
 "478 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" -> "479 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "479 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "525 Inception3/InceptionE[Mixed_7c]/cat_2";
 "480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "483 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
+"481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "483 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
 "483 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" -> "484 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "484 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
 "484 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
 "485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
-"486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
+"486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
 "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" -> "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0";
 "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0" -> "495 Inception3/InceptionE[Mixed_7c]/cat_0";
 "490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
-"491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
+"491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
 "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" -> "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0";
 "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0" -> "495 Inception3/InceptionE[Mixed_7c]/cat_0";
 "495 Inception3/InceptionE[Mixed_7c]/cat_0" -> "525 Inception3/InceptionE[Mixed_7c]/cat_2";
 "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
 "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
 "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
-"508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0";
 "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0" -> "517 Inception3/InceptionE[Mixed_7c]/cat_1";
 "512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
-"513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0";
 "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0" -> "517 Inception3/InceptionE[Mixed_7c]/cat_1";
 "517 Inception3/InceptionE[Mixed_7c]/cat_1" -> "525 Inception3/InceptionE[Mixed_7c]/cat_2";
 "518 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0" -> "519 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0";
 "519 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0" -> "521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "522 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"522 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "523 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
+"521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "522 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"522 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "523 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
 "523 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" -> "524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0";
 "524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" -> "525 Inception3/InceptionE[Mixed_7c]/cat_2";
 "525 Inception3/InceptionE[Mixed_7c]/cat_2" -> "526 Inception3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/autoq/inception_v3_device_VPU__ratio_0.4.dot b/tests/torch/data/reference_graphs/quantized/autoq/inception_v3_device_VPU__ratio_0.4.dot
index 3b4b0852335..715024d1bae 100644
--- a/tests/torch/data/reference_graphs/quantized/autoq/inception_v3_device_VPU__ratio_0.4.dot
+++ b/tests/torch/data/reference_graphs/quantized/autoq/inception_v3_device_VPU__ratio_0.4.dot
@@ -3,384 +3,384 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [color=red, id=1, label="AFQ_[B:4 M:S SGN:S PC:N]_#1_G0", style=filled, type=symmetric_quantize];
 "2 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=2, label="WFQ_[B:4 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=3, label="conv2d_k3x3_#3", style=filled, type=conv2d];
-"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" [id=5, label="relu__#5", style=filled, type=relu_];
 "6 Inception3/BasicConv2d[Conv2d_1a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=6, label="AFQ_[B:8 M:A SGN:S PC:N]_#6_G1", style=filled, type=asymmetric_quantize];
 "7 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=7, label="WFQ_[B:8 M:S SGN:S PC:Y]_#7_G1", style=filled, type=symmetric_quantize];
 "8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=8, label="conv2d_k3x3_#8", style=filled, type=conv2d];
-"9 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
+"9 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
 "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" [id=10, label="relu__#10", style=filled, type=relu_];
 "11 Inception3/BasicConv2d[Conv2d_2a_3x3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=11, label="AFQ_[B:4 M:S SGN:U PC:N]_#11_G2", style=filled, type=symmetric_quantize];
 "12 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=12, label="WFQ_[B:4 M:S SGN:S PC:Y]_#12_G2", style=filled, type=symmetric_quantize];
 "13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/pad_0" [color=lightblue, id=13, label="pad_k3x3_PAD_#13", style=filled, type=pad];
 "14 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=14, label="conv2d_k3x3_PAD_#14", style=filled, type=conv2d];
-"15 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=15, label="batch_norm_#15", style=filled, type=batch_norm];
+"15 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=15, label="batch_norm_#15", style=filled, type=batch_norm];
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@@ -396,76 +396,76 @@ strict digraph  {
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 "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=462, label="relu__#462", style=filled, type=relu_];
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 "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=464, label="WFQ_[B:4 M:S SGN:S PC:Y]_#464_G58", style=filled, type=symmetric_quantize];
 "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=465, label="conv2d_k3x1_#465", style=filled, type=conv2d];
-"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=466, label="batch_norm_#466", style=filled, type=batch_norm];
+"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=466, label="batch_norm_#466", style=filled, type=batch_norm];
 "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=467, label="relu__#467", style=filled, type=relu_];
 "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=468, label="AFQ_[B:8 M:A SGN:S PC:N]_#468_G67", style=filled, type=asymmetric_quantize];
 "469 Inception3/InceptionE[Mixed_7b]/cat_1" [id=469, label="cat_#469", style=filled, type=cat];
@@ -473,50 +473,50 @@ strict digraph  {
 "471 Inception3/InceptionE[Mixed_7b]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=471, label="AFQ_[B:4 M:S SGN:U PC:N]_#471_G52", style=filled, type=symmetric_quantize];
 "472 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=472, label="WFQ_[B:4 M:S SGN:S PC:Y]_#472_G52", style=filled, type=symmetric_quantize];
 "473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=473, label="conv2d_k1x1_#473", style=filled, type=conv2d];
-"474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=474, label="batch_norm_#474", style=filled, type=batch_norm];
+"474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=474, label="batch_norm_#474", style=filled, type=batch_norm];
 "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" [id=475, label="relu__#475", style=filled, type=relu_];
 "476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=476, label="AFQ_[B:8 M:A SGN:S PC:N]_#476_G67", style=filled, type=asymmetric_quantize];
 "477 Inception3/InceptionE[Mixed_7b]/cat_2" [id=477, label="cat_#477", style=filled, type=cat];
 "478 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=478, label="WFQ_[B:8 M:S SGN:S PC:Y]_#478_G67", style=filled, type=symmetric_quantize];
 "479 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=479, label="conv2d_k1x1_#479", style=filled, type=conv2d];
-"480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=480, label="batch_norm_#480", style=filled, type=batch_norm];
+"480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=480, label="batch_norm_#480", style=filled, type=batch_norm];
 "481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" [id=481, label="relu__#481", style=filled, type=relu_];
 "482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=482, label="AFQ_[B:8 M:S SGN:U PC:Y]_#482_G66", style=filled, type=symmetric_quantize];
 "483 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=483, label="WFQ_[B:4 M:S SGN:S PC:Y]_#483_G67", style=filled, type=symmetric_quantize];
 "484 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=484, label="conv2d_k1x1_#484", style=filled, type=conv2d];
-"485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=485, label="batch_norm_#485", style=filled, type=batch_norm];
+"485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=485, label="batch_norm_#485", style=filled, type=batch_norm];
 "486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" [id=486, label="relu__#486", style=filled, type=relu_];
 "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=487, label="AFQ_[B:4 M:S SGN:U PC:N]_#487_G59", style=filled, type=symmetric_quantize];
 "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=488, label="WFQ_[B:4 M:S SGN:S PC:Y]_#488_G59", style=filled, type=symmetric_quantize];
 "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=489, label="conv2d_k1x3_#489", style=filled, type=conv2d];
-"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" [id=490, label="batch_norm_#490", style=filled, type=batch_norm];
+"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" [id=490, label="batch_norm_#490", style=filled, type=batch_norm];
 "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" [id=491, label="relu__#491", style=filled, type=relu_];
 "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=492, label="AFQ_[B:8 M:S SGN:U PC:Y]_#492_G66", style=filled, type=symmetric_quantize];
 "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=493, label="WFQ_[B:2 M:S SGN:S PC:Y]_#493_G59", style=filled, type=symmetric_quantize];
 "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=494, label="conv2d_k3x1_#494", style=filled, type=conv2d];
-"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" [id=495, label="batch_norm_#495", style=filled, type=batch_norm];
+"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" [id=495, label="batch_norm_#495", style=filled, type=batch_norm];
 "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" [id=496, label="relu__#496", style=filled, type=relu_];
 "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=497, label="AFQ_[B:8 M:S SGN:U PC:Y]_#497_G66", style=filled, type=symmetric_quantize];
 "498 Inception3/InceptionE[Mixed_7c]/cat_0" [id=498, label="cat_#498", style=filled, type=cat];
 "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=499, label="WFQ_[B:4 M:S SGN:S PC:Y]_#499_G67", style=filled, type=symmetric_quantize];
 "500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=500, label="conv2d_k1x1_#500", style=filled, type=conv2d];
-"501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=501, label="batch_norm_#501", style=filled, type=batch_norm];
+"501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=501, label="batch_norm_#501", style=filled, type=batch_norm];
 "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=502, label="relu__#502", style=filled, type=relu_];
 "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=503, label="AFQ_[B:4 M:S SGN:U PC:N]_#503_G53", style=filled, type=symmetric_quantize];
 "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=504, label="WFQ_[B:4 M:S SGN:S PC:Y]_#504_G53", style=filled, type=symmetric_quantize];
 "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" [color=lightblue, id=505, label="pad_k3x3_PAD_#505", style=filled, type=pad];
 "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=506, label="conv2d_k3x3_PAD_#506", style=filled, type=conv2d];
-"507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=507, label="batch_norm_#507", style=filled, type=batch_norm];
+"507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=507, label="batch_norm_#507", style=filled, type=batch_norm];
 "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=508, label="relu__#508", style=filled, type=relu_];
 "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=509, label="AFQ_[B:4 M:S SGN:U PC:N]_#509_G60", style=filled, type=symmetric_quantize];
 "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=510, label="WFQ_[B:4 M:S SGN:S PC:Y]_#510_G60", style=filled, type=symmetric_quantize];
 "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=511, label="conv2d_k1x3_#511", style=filled, type=conv2d];
-"512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=512, label="batch_norm_#512", style=filled, type=batch_norm];
+"512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=512, label="batch_norm_#512", style=filled, type=batch_norm];
 "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=513, label="relu__#513", style=filled, type=relu_];
 "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=514, label="AFQ_[B:8 M:S SGN:U PC:Y]_#514_G66", style=filled, type=symmetric_quantize];
 "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=515, label="WFQ_[B:4 M:S SGN:S PC:Y]_#515_G60", style=filled, type=symmetric_quantize];
 "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=516, label="conv2d_k3x1_#516", style=filled, type=conv2d];
-"517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=517, label="batch_norm_#517", style=filled, type=batch_norm];
+"517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=517, label="batch_norm_#517", style=filled, type=batch_norm];
 "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=518, label="relu__#518", style=filled, type=relu_];
 "519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=519, label="AFQ_[B:8 M:S SGN:U PC:Y]_#519_G66", style=filled, type=symmetric_quantize];
 "520 Inception3/InceptionE[Mixed_7c]/cat_1" [id=520, label="cat_#520", style=filled, type=cat];
@@ -524,7 +524,7 @@ strict digraph  {
 "522 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=522, label="AFQ_[B:4 M:S SGN:U PC:N]_#522_G54", style=filled, type=symmetric_quantize];
 "523 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=523, label="WFQ_[B:4 M:S SGN:S PC:Y]_#523_G54", style=filled, type=symmetric_quantize];
 "524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=524, label="conv2d_k1x1_#524", style=filled, type=conv2d];
-"525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=525, label="batch_norm_#525", style=filled, type=batch_norm];
+"525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=525, label="batch_norm_#525", style=filled, type=batch_norm];
 "526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" [id=526, label="relu__#526", style=filled, type=relu_];
 "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=527, label="AFQ_[B:8 M:S SGN:U PC:Y]_#527_G66", style=filled, type=symmetric_quantize];
 "528 Inception3/InceptionE[Mixed_7c]/cat_2" [id=528, label="cat_#528", style=filled, type=cat];
@@ -559,30 +559,30 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "2 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "4 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
+"3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "4 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
 "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" -> "6 Inception3/BasicConv2d[Conv2d_1a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 Inception3/BasicConv2d[Conv2d_1a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "7 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "9 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"9 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
+"8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "9 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"9 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
 "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" -> "11 Inception3/BasicConv2d[Conv2d_2a_3x3]/SymmetricQuantizer/symmetric_quantize_0";
 "11 Inception3/BasicConv2d[Conv2d_2a_3x3]/SymmetricQuantizer/symmetric_quantize_0" -> "13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/pad_0";
 "12 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "14 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0";
 "13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/pad_0" -> "14 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0";
-"14 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "15 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"15 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "16 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
+"14 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "15 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"15 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "16 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
 "16 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" -> "17 Inception3/BasicConv2d[Conv2d_2b_3x3]/SymmetricQuantizer/symmetric_quantize_0";
 "17 Inception3/BasicConv2d[Conv2d_2b_3x3]/SymmetricQuantizer/symmetric_quantize_0" -> "18 Inception3/MaxPool2d[maxpool1]/max_pool2d_0";
 "18 Inception3/MaxPool2d[maxpool1]/max_pool2d_0" -> "20 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
 "19 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "20 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
-"20 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "21 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0";
-"21 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" -> "22 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
+"20 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "21 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"21 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "22 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
 "22 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" -> "23 Inception3/BasicConv2d[Conv2d_3b_1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "23 Inception3/BasicConv2d[Conv2d_3b_1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "25 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "24 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "25 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"25 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "26 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"26 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "27 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
+"25 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "26 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"26 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "27 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
 "27 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" -> "28 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "28 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "29 Inception3/MaxPool2d[maxpool2]/max_pool2d_0";
 "29 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" -> "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -590,43 +590,43 @@ strict digraph  {
 "29 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" -> "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "29 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" -> "63 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0";
 "30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
+"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
 "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" -> "34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "70 Inception3/InceptionA[Mixed_5b]/cat_0";
 "35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
+"36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
 "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" -> "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0";
 "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0" -> "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0";
 "40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0" -> "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
+"42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
 "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" -> "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "70 Inception3/InceptionA[Mixed_5b]/cat_0";
 "46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0";
 "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0" -> "59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "62 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "62 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "70 Inception3/InceptionA[Mixed_5b]/cat_0";
 "63 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0" -> "64 Inception3/InceptionA[Mixed_5b]/SymmetricQuantizer/symmetric_quantize_0";
 "64 Inception3/InceptionA[Mixed_5b]/SymmetricQuantizer/symmetric_quantize_0" -> "66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "68 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
+"66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "68 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
 "68 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0" -> "69 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "69 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "70 Inception3/InceptionA[Mixed_5b]/cat_0";
 "70 Inception3/InceptionA[Mixed_5b]/cat_0" -> "72 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -634,41 +634,41 @@ strict digraph  {
 "70 Inception3/InceptionA[Mixed_5b]/cat_0" -> "87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "70 Inception3/InceptionA[Mixed_5b]/cat_0" -> "102 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0";
 "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "72 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"72 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
+"72 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
 "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0" -> "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "109 Inception3/InceptionA[Mixed_5c]/cat_0";
 "76 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"77 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
+"77 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
 "79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0" -> "80 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "80 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "82 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "81 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"82 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
+"82 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
 "84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0" -> "85 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "85 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "109 Inception3/InceptionA[Mixed_5c]/cat_0";
 "86 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "91 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0";
 "96 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0" -> "98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "101 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "101 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "109 Inception3/InceptionA[Mixed_5c]/cat_0";
 "102 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0" -> "103 Inception3/InceptionA[Mixed_5c]/SymmetricQuantizer/symmetric_quantize_0";
 "103 Inception3/InceptionA[Mixed_5c]/SymmetricQuantizer/symmetric_quantize_0" -> "105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "104 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
+"105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
 "107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0" -> "108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "109 Inception3/InceptionA[Mixed_5c]/cat_0";
 "109 Inception3/InceptionA[Mixed_5c]/cat_0" -> "111 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -676,66 +676,66 @@ strict digraph  {
 "109 Inception3/InceptionA[Mixed_5c]/cat_0" -> "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "109 Inception3/InceptionA[Mixed_5c]/cat_0" -> "142 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0";
 "110 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "111 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"111 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "113 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
+"111 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "113 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
 "113 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0" -> "114 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "114 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "149 Inception3/InceptionA[Mixed_5d]/cat_0";
 "115 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "116 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"116 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "118 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
+"116 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "118 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
 "118 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0" -> "119 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0";
 "119 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0" -> "121 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0";
 "120 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "121 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0" -> "122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "124 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
+"122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "124 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
 "124 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0" -> "125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "149 Inception3/InceptionA[Mixed_5d]/cat_0";
 "126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "129 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "129 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "129 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0";
 "136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0" -> "138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "149 Inception3/InceptionA[Mixed_5d]/cat_0";
 "142 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0" -> "143 Inception3/InceptionA[Mixed_5d]/SymmetricQuantizer/symmetric_quantize_0";
 "143 Inception3/InceptionA[Mixed_5d]/SymmetricQuantizer/symmetric_quantize_0" -> "145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "144 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
+"145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
 "147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0" -> "148 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "148 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "149 Inception3/InceptionA[Mixed_5d]/cat_0";
 "149 Inception3/InceptionA[Mixed_5d]/cat_0" -> "151 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
 "149 Inception3/InceptionA[Mixed_5d]/cat_0" -> "156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "149 Inception3/InceptionA[Mixed_5d]/cat_0" -> "171 Inception3/InceptionB[Mixed_6a]/max_pool2d_0";
 "150 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "151 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
-"151 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "152 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0";
-"152 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0" -> "153 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
+"151 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "152 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"152 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "153 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
 "153 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0" -> "154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "172 Inception3/InceptionB[Mixed_6a]/cat_0";
 "155 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "157 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"157 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "158 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "157 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"157 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "158 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "158 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "161 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "160 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "162 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "161 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "162 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"162 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"162 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "167 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "166 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "167 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"167 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"167 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "170 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "170 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "172 Inception3/InceptionB[Mixed_6a]/cat_0";
 "171 Inception3/InceptionB[Mixed_6a]/max_pool2d_0" -> "172 Inception3/InceptionB[Mixed_6a]/cat_0";
@@ -744,55 +744,55 @@ strict digraph  {
 "172 Inception3/InceptionB[Mixed_6a]/cat_0" -> "194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "172 Inception3/InceptionB[Mixed_6a]/cat_0" -> "218 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0";
 "173 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "174 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"174 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "175 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"175 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
+"174 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "175 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"175 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
 "176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0" -> "177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 Inception3/InceptionC[Mixed_6b]/cat_0";
 "178 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"179 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "180 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"180 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
+"179 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "180 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"180 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
 "181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0" -> "182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0";
 "182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0" -> "184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "183 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
+"184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
 "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0" -> "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "188 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
+"189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
 "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0" -> "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 Inception3/InceptionC[Mixed_6b]/cat_0";
 "193 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "198 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "203 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "208 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "217 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "217 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 Inception3/InceptionC[Mixed_6b]/cat_0";
 "218 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0" -> "219 Inception3/InceptionC[Mixed_6b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "219 Inception3/InceptionC[Mixed_6b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "220 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "222 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"222 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "223 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
+"221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "222 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"222 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "223 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
 "223 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0" -> "224 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "224 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 Inception3/InceptionC[Mixed_6b]/cat_0";
 "225 Inception3/InceptionC[Mixed_6b]/cat_0" -> "227 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -800,55 +800,55 @@ strict digraph  {
 "225 Inception3/InceptionC[Mixed_6b]/cat_0" -> "247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "225 Inception3/InceptionC[Mixed_6b]/cat_0" -> "271 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0";
 "226 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "227 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"227 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "228 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"228 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
+"227 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "228 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"228 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
 "229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0" -> "230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "278 Inception3/InceptionC[Mixed_6c]/cat_0";
 "231 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "232 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"232 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "233 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"233 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
+"232 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "233 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"233 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
 "234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0" -> "235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "236 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
+"237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
 "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0" -> "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "241 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
+"242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
 "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0" -> "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "278 Inception3/InceptionC[Mixed_6c]/cat_0";
 "246 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "251 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "256 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "261 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "270 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "270 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "278 Inception3/InceptionC[Mixed_6c]/cat_0";
 "271 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0" -> "272 Inception3/InceptionC[Mixed_6c]/AsymmetricQuantizer/asymmetric_quantize_0";
 "272 Inception3/InceptionC[Mixed_6c]/AsymmetricQuantizer/asymmetric_quantize_0" -> "274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "273 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "275 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"275 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "276 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
+"274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "275 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"275 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "276 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
 "276 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0" -> "277 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "277 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "278 Inception3/InceptionC[Mixed_6c]/cat_0";
 "278 Inception3/InceptionC[Mixed_6c]/cat_0" -> "280 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -856,55 +856,55 @@ strict digraph  {
 "278 Inception3/InceptionC[Mixed_6c]/cat_0" -> "300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "278 Inception3/InceptionC[Mixed_6c]/cat_0" -> "324 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0";
 "279 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "280 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"280 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "281 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"281 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
+"280 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "281 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"281 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
 "282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0" -> "283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "331 Inception3/InceptionC[Mixed_6d]/cat_0";
 "284 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "285 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"285 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "286 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"286 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
+"285 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "286 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"286 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
 "287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0" -> "288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0";
 "288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0" -> "290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "289 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
+"290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
 "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0" -> "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "294 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
+"295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
 "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0" -> "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "331 Inception3/InceptionC[Mixed_6d]/cat_0";
 "299 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "304 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "309 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "314 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "323 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "323 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "331 Inception3/InceptionC[Mixed_6d]/cat_0";
 "324 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0" -> "325 Inception3/InceptionC[Mixed_6d]/SymmetricQuantizer/symmetric_quantize_0";
 "325 Inception3/InceptionC[Mixed_6d]/SymmetricQuantizer/symmetric_quantize_0" -> "327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "326 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "328 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"328 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "329 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
+"327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "328 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"328 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "329 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
 "329 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0" -> "330 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "330 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "331 Inception3/InceptionC[Mixed_6d]/cat_0";
 "331 Inception3/InceptionC[Mixed_6d]/cat_0" -> "333 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -912,55 +912,55 @@ strict digraph  {
 "331 Inception3/InceptionC[Mixed_6d]/cat_0" -> "353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "331 Inception3/InceptionC[Mixed_6d]/cat_0" -> "377 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0";
 "332 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "333 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"333 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "334 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"334 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
+"333 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "334 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"334 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
 "335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0" -> "336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "384 Inception3/InceptionC[Mixed_6e]/cat_0";
 "337 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "338 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"338 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "339 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"339 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
+"338 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "339 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"339 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
 "340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0" -> "341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "342 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
+"343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
 "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0" -> "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "347 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
+"348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
 "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0" -> "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "384 Inception3/InceptionC[Mixed_6e]/cat_0";
 "352 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "384 Inception3/InceptionC[Mixed_6e]/cat_0";
 "377 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0" -> "378 Inception3/InceptionC[Mixed_6e]/AsymmetricQuantizer/asymmetric_quantize_0";
 "378 Inception3/InceptionC[Mixed_6e]/AsymmetricQuantizer/asymmetric_quantize_0" -> "380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "379 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
+"380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
 "382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0" -> "383 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "383 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "384 Inception3/InceptionC[Mixed_6e]/cat_0";
 "384 Inception3/InceptionC[Mixed_6e]/cat_0" -> "385 Inception3/InceptionAux[AuxLogits]/avg_pool2d_0";
@@ -978,33 +978,33 @@ strict digraph  {
 "393 Inception3/InceptionAux[AuxLogits]/flatten_0" -> "394 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0";
 "394 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0" -> "536 /nncf_model_output_1";
 "395 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "396 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"396 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "397 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"397 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
+"396 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "397 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"397 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
 "398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0" -> "399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "401 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0";
 "400 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "401 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0";
-"401 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "402 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"402 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
+"401 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "402 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"402 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
 "403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0" -> "404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "426 Inception3/InceptionD[Mixed_7a]/cat_0";
 "405 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0";
-"406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
+"406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
 "408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0" -> "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0";
 "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0";
-"411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
+"411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
 "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0" -> "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/SymmetricQuantizer/symmetric_quantize_0";
 "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/SymmetricQuantizer/symmetric_quantize_0" -> "416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0";
 "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0";
-"416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0";
-"417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0" -> "418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
+"416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
 "418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0" -> "419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/SymmetricQuantizer/symmetric_quantize_0";
 "419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/SymmetricQuantizer/symmetric_quantize_0" -> "421 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0";
 "420 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "421 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0";
-"421 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0";
-"422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" -> "423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
+"421 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
 "423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0" -> "424 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "424 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "426 Inception3/InceptionD[Mixed_7a]/cat_0";
 "425 Inception3/InceptionD[Mixed_7a]/max_pool2d_0" -> "426 Inception3/InceptionD[Mixed_7a]/cat_0";
@@ -1013,55 +1013,55 @@ strict digraph  {
 "426 Inception3/InceptionD[Mixed_7a]/cat_0" -> "449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "426 Inception3/InceptionD[Mixed_7a]/cat_0" -> "470 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0";
 "427 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "428 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"428 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "429 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"429 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
+"428 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "429 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"429 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
 "430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0" -> "431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "477 Inception3/InceptionE[Mixed_7b]/cat_2";
 "432 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "433 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"433 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "434 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"434 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
+"433 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "434 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"434 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
 "435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0" -> "436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
 "436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
 "437 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
-"438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
+"438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
 "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0" -> "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0";
 "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0" -> "447 Inception3/InceptionE[Mixed_7b]/cat_0";
 "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
-"443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
+"443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
 "445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" -> "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "447 Inception3/InceptionE[Mixed_7b]/cat_0";
 "447 Inception3/InceptionE[Mixed_7b]/cat_0" -> "477 Inception3/InceptionE[Mixed_7b]/cat_2";
 "448 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
 "458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
 "459 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
-"460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0";
 "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0" -> "469 Inception3/InceptionE[Mixed_7b]/cat_1";
 "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
-"465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "469 Inception3/InceptionE[Mixed_7b]/cat_1";
 "469 Inception3/InceptionE[Mixed_7b]/cat_1" -> "477 Inception3/InceptionE[Mixed_7b]/cat_2";
 "470 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0" -> "471 Inception3/InceptionE[Mixed_7b]/SymmetricQuantizer/symmetric_quantize_0";
 "471 Inception3/InceptionE[Mixed_7b]/SymmetricQuantizer/symmetric_quantize_0" -> "473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "472 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
+"473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
 "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" -> "476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "477 Inception3/InceptionE[Mixed_7b]/cat_2";
 "477 Inception3/InceptionE[Mixed_7b]/cat_2" -> "479 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -1069,55 +1069,55 @@ strict digraph  {
 "477 Inception3/InceptionE[Mixed_7b]/cat_2" -> "500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "477 Inception3/InceptionE[Mixed_7b]/cat_2" -> "521 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0";
 "478 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "479 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"479 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
+"479 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
 "481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" -> "482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "528 Inception3/InceptionE[Mixed_7c]/cat_2";
 "483 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "484 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"484 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
+"484 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
 "486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" -> "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
 "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
 "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
-"489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
+"489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
 "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" -> "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0";
 "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0" -> "498 Inception3/InceptionE[Mixed_7c]/cat_0";
 "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
-"494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
+"494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
 "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" -> "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0";
 "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0" -> "498 Inception3/InceptionE[Mixed_7c]/cat_0";
 "498 Inception3/InceptionE[Mixed_7c]/cat_0" -> "528 Inception3/InceptionE[Mixed_7c]/cat_2";
 "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
 "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
 "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
-"511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0";
 "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0" -> "520 Inception3/InceptionE[Mixed_7c]/cat_1";
 "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
-"516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0";
 "519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0" -> "520 Inception3/InceptionE[Mixed_7c]/cat_1";
 "520 Inception3/InceptionE[Mixed_7c]/cat_1" -> "528 Inception3/InceptionE[Mixed_7c]/cat_2";
 "521 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0" -> "522 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0";
 "522 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0" -> "524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "523 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
+"524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
 "526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" -> "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0";
 "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" -> "528 Inception3/InceptionE[Mixed_7c]/cat_2";
 "528 Inception3/InceptionE[Mixed_7c]/cat_2" -> "529 Inception3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU.dot b/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU.dot
index f9819626707..6d2f7ed05f0 100644
--- a/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU.dot
+++ b/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU.dot
@@ -3,270 +3,270 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=1, label="AFQ_[B:8 M:A SGN:S PC:N]_#1_G0", style=filled, type=asymmetric_quantize];
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=2, label="WFQ_[B:8 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=3, label="conv2d_k3x3_PAD_#3", style=filled, type=conv2d];
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=5, label="hardtanh_#5", style=filled, type=hardtanh];
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=6, label="AFQ_[B:8 M:S SGN:U PC:Y]_#6_G1", style=filled, type=symmetric_quantize];
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=7, label="WFQ_[B:8 M:S SGN:S PC:Y]_#7_G1", style=filled, type=symmetric_quantize];
 "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=purple, id=8, label="DW_Conv2d_k3x3_PAD_#8", style=filled, type=conv2d];
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=10, label="hardtanh_#10", style=filled, type=hardtanh];
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=11, label="AFQ_[B:4 M:S SGN:U PC:N]_#11_G2", style=filled, type=symmetric_quantize];
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=12, label="WFQ_[B:4 M:S SGN:S PC:Y]_#12_G2", style=filled, type=symmetric_quantize];
 "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" [color=lightblue, id=13, label="conv2d_k1x1_#13", style=filled, type=conv2d];
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=15, label="AFQ_[B:4 M:S SGN:S PC:N]_#15_G3", style=filled, type=symmetric_quantize];
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=15, label="AFQ_[B:4 M:S SGN:S PC:N]_#15_G3", style=filled, type=symmetric_quantize];
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=16, label="WFQ_[B:4 M:S SGN:S PC:Y]_#16_G3", style=filled, type=symmetric_quantize];
 "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=17, label="conv2d_k1x1_#17", style=filled, type=conv2d];
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=18, label="batch_norm_#18", style=filled, type=batch_norm];
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=18, label="batch_norm_#18", style=filled, type=batch_norm];
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=19, label="hardtanh_#19", style=filled, type=hardtanh];
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=20, label="AFQ_[B:8 M:S SGN:U PC:Y]_#20_G4", style=filled, type=symmetric_quantize];
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=21, label="WFQ_[B:4 M:S SGN:S PC:Y]_#21_G4", style=filled, type=symmetric_quantize];
 "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=22, label="DW_Conv2d_k3x3_PAD_#22", style=filled, type=conv2d];
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=23, label="batch_norm_#23", style=filled, type=batch_norm];
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=23, label="batch_norm_#23", style=filled, type=batch_norm];
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=24, label="hardtanh_#24", style=filled, type=hardtanh];
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=25, label="AFQ_[B:8 M:A SGN:S PC:N]_#25_G5", style=filled, type=asymmetric_quantize];
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=26, label="WFQ_[B:8 M:S SGN:S PC:Y]_#26_G5", style=filled, type=symmetric_quantize];
 "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=27, label="conv2d_k1x1_#27", style=filled, type=conv2d];
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=28, label="batch_norm_#28", style=filled, type=batch_norm];
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=29, label="AFQ_[B:8 M:A SGN:S PC:N]_#29_G44", style=filled, type=asymmetric_quantize];
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=28, label="batch_norm_#28", style=filled, type=batch_norm];
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=29, label="AFQ_[B:8 M:A SGN:S PC:N]_#29_G44", style=filled, type=asymmetric_quantize];
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=30, label="WFQ_[B:8 M:S SGN:S PC:Y]_#30_G44", style=filled, type=symmetric_quantize];
 "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=31, label="conv2d_k1x1_#31", style=filled, type=conv2d];
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=33, label="hardtanh_#33", style=filled, type=hardtanh];
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=34, label="AFQ_[B:8 M:S SGN:U PC:Y]_#34_G6", style=filled, type=symmetric_quantize];
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=35, label="WFQ_[B:2 M:S SGN:S PC:Y]_#35_G6", style=filled, type=symmetric_quantize];
 "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=36, label="DW_Conv2d_k3x3_PAD_#36", style=filled, type=conv2d];
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=38, label="hardtanh_#38", style=filled, type=hardtanh];
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=39, label="AFQ_[B:4 M:S SGN:U PC:N]_#39_G7", style=filled, type=symmetric_quantize];
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=40, label="WFQ_[B:4 M:S SGN:S PC:Y]_#40_G7", style=filled, type=symmetric_quantize];
 "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=41, label="conv2d_k1x1_#41", style=filled, type=conv2d];
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=43, label="AFQ_[B:8 M:A SGN:S PC:N]_#43_G44", style=filled, type=asymmetric_quantize];
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=43, label="AFQ_[B:8 M:A SGN:S PC:N]_#43_G44", style=filled, type=asymmetric_quantize];
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" [id=44, label="__add___#44", style=filled, type=__add__];
 "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=45, label="AFQ_[B:8 M:A SGN:S PC:N]_#45_G8", style=filled, type=asymmetric_quantize];
 "46 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=46, label="WFQ_[B:8 M:S SGN:S PC:Y]_#46_G8", style=filled, type=symmetric_quantize];
 "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=47, label="conv2d_k1x1_#47", style=filled, type=conv2d];
-"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=48, label="batch_norm_#48", style=filled, type=batch_norm];
+"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=48, label="batch_norm_#48", style=filled, type=batch_norm];
 "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=49, label="hardtanh_#49", style=filled, type=hardtanh];
 "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=50, label="AFQ_[B:8 M:S SGN:U PC:Y]_#50_G9", style=filled, type=symmetric_quantize];
 "51 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=51, label="WFQ_[B:8 M:S SGN:S PC:Y]_#51_G9", style=filled, type=symmetric_quantize];
 "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=52, label="DW_Conv2d_k3x3_PAD_#52", style=filled, type=conv2d];
-"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=53, label="batch_norm_#53", style=filled, type=batch_norm];
+"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=53, label="batch_norm_#53", style=filled, type=batch_norm];
 "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=54, label="hardtanh_#54", style=filled, type=hardtanh];
 "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=55, label="AFQ_[B:4 M:S SGN:U PC:N]_#55_G10", style=filled, type=symmetric_quantize];
 "56 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=56, label="WFQ_[B:4 M:S SGN:S PC:Y]_#56_G10", style=filled, type=symmetric_quantize];
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-"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=212, label="batch_norm_#212", style=filled, type=batch_norm];
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=213, label="AFQ_[B:4 M:S SGN:S PC:N]_#213_G52", style=filled, type=symmetric_quantize];
+"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=212, label="batch_norm_#212", style=filled, type=batch_norm];
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=213, label="AFQ_[B:4 M:S SGN:S PC:N]_#213_G52", style=filled, type=symmetric_quantize];
 "214 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=214, label="WFQ_[B:4 M:S SGN:S PC:Y]_#214_G52", style=filled, type=symmetric_quantize];
 "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=215, label="conv2d_k1x1_#215", style=filled, type=conv2d];
-"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=216, label="batch_norm_#216", style=filled, type=batch_norm];
+"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=216, label="batch_norm_#216", style=filled, type=batch_norm];
 "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=217, label="hardtanh_#217", style=filled, type=hardtanh];
 "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=218, label="AFQ_[B:8 M:S SGN:U PC:Y]_#218_G34", style=filled, type=symmetric_quantize];
 "219 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=219, label="WFQ_[B:2 M:S SGN:S PC:Y]_#219_G34", style=filled, type=symmetric_quantize];
 "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=220, label="DW_Conv2d_k3x3_PAD_#220", style=filled, type=conv2d];
-"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=221, label="batch_norm_#221", style=filled, type=batch_norm];
+"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=221, label="batch_norm_#221", style=filled, type=batch_norm];
 "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=222, label="hardtanh_#222", style=filled, type=hardtanh];
 "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=223, label="AFQ_[B:8 M:A SGN:S PC:N]_#223_G35", style=filled, type=asymmetric_quantize];
 "224 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=224, label="WFQ_[B:8 M:S SGN:S PC:Y]_#224_G35", style=filled, type=symmetric_quantize];
 "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=225, label="conv2d_k1x1_#225", style=filled, type=conv2d];
-"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=226, label="batch_norm_#226", style=filled, type=batch_norm];
-"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=227, label="AFQ_[B:4 M:S SGN:S PC:N]_#227_G52", style=filled, type=symmetric_quantize];
+"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=226, label="batch_norm_#226", style=filled, type=batch_norm];
+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=227, label="AFQ_[B:4 M:S SGN:S PC:N]_#227_G52", style=filled, type=symmetric_quantize];
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" [id=228, label="__add___#228", style=filled, type=__add__];
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=229, label="AFQ_[B:4 M:S SGN:S PC:N]_#229_G53", style=filled, type=symmetric_quantize];
 "230 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=230, label="WFQ_[B:4 M:S SGN:S PC:Y]_#230_G53", style=filled, type=symmetric_quantize];
 "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=231, label="conv2d_k1x1_#231", style=filled, type=conv2d];
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=232, label="batch_norm_#232", style=filled, type=batch_norm];
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=232, label="batch_norm_#232", style=filled, type=batch_norm];
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=233, label="hardtanh_#233", style=filled, type=hardtanh];
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=234, label="AFQ_[B:8 M:S SGN:U PC:Y]_#234_G36", style=filled, type=symmetric_quantize];
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=235, label="WFQ_[B:8 M:S SGN:S PC:Y]_#235_G36", style=filled, type=symmetric_quantize];
 "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=236, label="DW_Conv2d_k3x3_PAD_#236", style=filled, type=conv2d];
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=237, label="batch_norm_#237", style=filled, type=batch_norm];
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=237, label="batch_norm_#237", style=filled, type=batch_norm];
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=238, label="hardtanh_#238", style=filled, type=hardtanh];
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=239, label="AFQ_[B:4 M:S SGN:U PC:N]_#239_G37", style=filled, type=symmetric_quantize];
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=240, label="WFQ_[B:4 M:S SGN:S PC:Y]_#240_G37", style=filled, type=symmetric_quantize];
 "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=241, label="conv2d_k1x1_#241", style=filled, type=conv2d];
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=242, label="batch_norm_#242", style=filled, type=batch_norm];
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=243, label="AFQ_[B:4 M:S SGN:S PC:N]_#243_G53", style=filled, type=symmetric_quantize];
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=242, label="batch_norm_#242", style=filled, type=batch_norm];
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=243, label="AFQ_[B:4 M:S SGN:S PC:N]_#243_G53", style=filled, type=symmetric_quantize];
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" [id=244, label="__add___#244", style=filled, type=__add__];
 "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=245, label="AFQ_[B:4 M:S SGN:S PC:N]_#245_G38", style=filled, type=symmetric_quantize];
 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=246, label="WFQ_[B:2 M:S SGN:S PC:Y]_#246_G38", style=filled, type=symmetric_quantize];
 "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=247, label="conv2d_k1x1_#247", style=filled, type=conv2d];
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=248, label="batch_norm_#248", style=filled, type=batch_norm];
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=248, label="batch_norm_#248", style=filled, type=batch_norm];
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=249, label="hardtanh_#249", style=filled, type=hardtanh];
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=250, label="AFQ_[B:8 M:S SGN:U PC:Y]_#250_G39", style=filled, type=symmetric_quantize];
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=251, label="WFQ_[B:2 M:S SGN:S PC:Y]_#251_G39", style=filled, type=symmetric_quantize];
 "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=252, label="DW_Conv2d_k3x3_PAD_#252", style=filled, type=conv2d];
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=253, label="batch_norm_#253", style=filled, type=batch_norm];
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=253, label="batch_norm_#253", style=filled, type=batch_norm];
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=254, label="hardtanh_#254", style=filled, type=hardtanh];
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=255, label="AFQ_[B:4 M:S SGN:U PC:N]_#255_G40", style=filled, type=symmetric_quantize];
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=256, label="WFQ_[B:4 M:S SGN:S PC:Y]_#256_G40", style=filled, type=symmetric_quantize];
 "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=257, label="conv2d_k1x1_#257", style=filled, type=conv2d];
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=258, label="batch_norm_#258", style=filled, type=batch_norm];
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=259, label="AFQ_[B:4 M:S SGN:S PC:N]_#259_G41", style=filled, type=symmetric_quantize];
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=258, label="batch_norm_#258", style=filled, type=batch_norm];
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=259, label="AFQ_[B:4 M:S SGN:S PC:N]_#259_G41", style=filled, type=symmetric_quantize];
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=260, label="WFQ_[B:4 M:S SGN:S PC:Y]_#260_G41", style=filled, type=symmetric_quantize];
 "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=261, label="conv2d_k1x1_#261", style=filled, type=conv2d];
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" [id=263, label="hardtanh_#263", style=filled, type=hardtanh];
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=264, label="AFQ_[B:8 M:S SGN:U PC:Y]_#264_G42", style=filled, type=symmetric_quantize];
 "265 MobileNetV2/adaptive_avg_pool2d_0" [id=265, label="adaptive_avg_pool2d_#265", style=filled, type=adaptive_avg_pool2d];
 "266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=266, label="AFQ_[B:4 M:S SGN:U PC:N]_#266_G43", style=filled, type=symmetric_quantize];
-"267 MobileNetV2/flatten_0" [id=267, label="flatten_#267", style=filled, type=flatten];
+"267 MobileNetV2/reshape_0" [id=267, label="reshape_#267", style=filled, type=reshape];
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" [id=268, label="dropout_#268", style=filled, type=dropout];
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=269, label="WFQ_[B:4 M:S SGN:S PC:Y]_#269_G43", style=filled, type=symmetric_quantize];
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" [id=270, label="linear_#270", style=filled, type=linear];
@@ -274,281 +274,281 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
-"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0";
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0";
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0";
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0";
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "46 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "51 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "56 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "60 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "65 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "70 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "76 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "81 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "86 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
+"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/AsymmetricQuantizer/asymmetric_quantize_0";
 "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/AsymmetricQuantizer/asymmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "92 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "97 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "102 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "106 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "111 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "116 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "122 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "127 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "132 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
+"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "138 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "143 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "148 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
+"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0" -> "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0";
 "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "154 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "159 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "164 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "168 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "173 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "178 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0" -> "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "184 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "189 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "194 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
+"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0" -> "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0";
 "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "200 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "205 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "210 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "214 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "219 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "224 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" -> "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "230 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
+"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" -> "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0";
 "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
+"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
-"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0";
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
+"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0";
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" -> "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "265 MobileNetV2/adaptive_avg_pool2d_0";
 "265 MobileNetV2/adaptive_avg_pool2d_0" -> "266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0";
-"266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "267 MobileNetV2/flatten_0";
-"267 MobileNetV2/flatten_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
+"266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "267 MobileNetV2/reshape_0";
+"267 MobileNetV2/reshape_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" -> "271 /nncf_model_output_0";
diff --git a/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU__eval_subset_ratio_0.4.dot b/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU__eval_subset_ratio_0.4.dot
index f9819626707..6d2f7ed05f0 100644
--- a/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU__eval_subset_ratio_0.4.dot
+++ b/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU__eval_subset_ratio_0.4.dot
@@ -3,270 +3,270 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=1, label="AFQ_[B:8 M:A SGN:S PC:N]_#1_G0", style=filled, type=asymmetric_quantize];
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=2, label="WFQ_[B:8 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=3, label="conv2d_k3x3_PAD_#3", style=filled, type=conv2d];
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=5, label="hardtanh_#5", style=filled, type=hardtanh];
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=6, label="AFQ_[B:8 M:S SGN:U PC:Y]_#6_G1", style=filled, type=symmetric_quantize];
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=7, label="WFQ_[B:8 M:S SGN:S PC:Y]_#7_G1", style=filled, type=symmetric_quantize];
 "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=purple, id=8, label="DW_Conv2d_k3x3_PAD_#8", style=filled, type=conv2d];
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=10, label="hardtanh_#10", style=filled, type=hardtanh];
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=11, label="AFQ_[B:4 M:S SGN:U PC:N]_#11_G2", style=filled, type=symmetric_quantize];
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=12, label="WFQ_[B:4 M:S SGN:S PC:Y]_#12_G2", style=filled, type=symmetric_quantize];
 "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" [color=lightblue, id=13, label="conv2d_k1x1_#13", style=filled, type=conv2d];
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=15, label="AFQ_[B:4 M:S SGN:S PC:N]_#15_G3", style=filled, type=symmetric_quantize];
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=15, label="AFQ_[B:4 M:S SGN:S PC:N]_#15_G3", style=filled, type=symmetric_quantize];
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=16, label="WFQ_[B:4 M:S SGN:S PC:Y]_#16_G3", style=filled, type=symmetric_quantize];
 "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=17, label="conv2d_k1x1_#17", style=filled, type=conv2d];
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=18, label="batch_norm_#18", style=filled, type=batch_norm];
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=18, label="batch_norm_#18", style=filled, type=batch_norm];
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=19, label="hardtanh_#19", style=filled, type=hardtanh];
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=20, label="AFQ_[B:8 M:S SGN:U PC:Y]_#20_G4", style=filled, type=symmetric_quantize];
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=21, label="WFQ_[B:4 M:S SGN:S PC:Y]_#21_G4", style=filled, type=symmetric_quantize];
 "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=22, label="DW_Conv2d_k3x3_PAD_#22", style=filled, type=conv2d];
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=23, label="batch_norm_#23", style=filled, type=batch_norm];
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=23, label="batch_norm_#23", style=filled, type=batch_norm];
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=24, label="hardtanh_#24", style=filled, type=hardtanh];
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=25, label="AFQ_[B:8 M:A SGN:S PC:N]_#25_G5", style=filled, type=asymmetric_quantize];
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=26, label="WFQ_[B:8 M:S SGN:S PC:Y]_#26_G5", style=filled, type=symmetric_quantize];
 "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=27, label="conv2d_k1x1_#27", style=filled, type=conv2d];
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=28, label="batch_norm_#28", style=filled, type=batch_norm];
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=29, label="AFQ_[B:8 M:A SGN:S PC:N]_#29_G44", style=filled, type=asymmetric_quantize];
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=28, label="batch_norm_#28", style=filled, type=batch_norm];
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=29, label="AFQ_[B:8 M:A SGN:S PC:N]_#29_G44", style=filled, type=asymmetric_quantize];
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=30, label="WFQ_[B:8 M:S SGN:S PC:Y]_#30_G44", style=filled, type=symmetric_quantize];
 "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=31, label="conv2d_k1x1_#31", style=filled, type=conv2d];
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=33, label="hardtanh_#33", style=filled, type=hardtanh];
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=34, label="AFQ_[B:8 M:S SGN:U PC:Y]_#34_G6", style=filled, type=symmetric_quantize];
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=35, label="WFQ_[B:2 M:S SGN:S PC:Y]_#35_G6", style=filled, type=symmetric_quantize];
 "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=36, label="DW_Conv2d_k3x3_PAD_#36", style=filled, type=conv2d];
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=38, label="hardtanh_#38", style=filled, type=hardtanh];
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=39, label="AFQ_[B:4 M:S SGN:U PC:N]_#39_G7", style=filled, type=symmetric_quantize];
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=40, label="WFQ_[B:4 M:S SGN:S PC:Y]_#40_G7", style=filled, type=symmetric_quantize];
 "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=41, label="conv2d_k1x1_#41", style=filled, type=conv2d];
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=43, label="AFQ_[B:8 M:A SGN:S PC:N]_#43_G44", style=filled, type=asymmetric_quantize];
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=43, label="AFQ_[B:8 M:A SGN:S PC:N]_#43_G44", style=filled, type=asymmetric_quantize];
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" [id=44, label="__add___#44", style=filled, type=__add__];
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-"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=226, label="batch_norm_#226", style=filled, type=batch_norm];
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 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" [id=228, label="__add___#228", style=filled, type=__add__];
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-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=232, label="batch_norm_#232", style=filled, type=batch_norm];
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-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=248, label="batch_norm_#248", style=filled, type=batch_norm];
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 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=255, label="AFQ_[B:4 M:S SGN:U PC:N]_#255_G40", style=filled, type=symmetric_quantize];
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=256, label="WFQ_[B:4 M:S SGN:S PC:Y]_#256_G40", style=filled, type=symmetric_quantize];
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-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=258, label="batch_norm_#258", style=filled, type=batch_norm];
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=259, label="AFQ_[B:4 M:S SGN:S PC:N]_#259_G41", style=filled, type=symmetric_quantize];
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=258, label="batch_norm_#258", style=filled, type=batch_norm];
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=259, label="AFQ_[B:4 M:S SGN:S PC:N]_#259_G41", style=filled, type=symmetric_quantize];
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=260, label="WFQ_[B:4 M:S SGN:S PC:Y]_#260_G41", style=filled, type=symmetric_quantize];
 "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=261, label="conv2d_k1x1_#261", style=filled, type=conv2d];
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" [id=263, label="hardtanh_#263", style=filled, type=hardtanh];
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=264, label="AFQ_[B:8 M:S SGN:U PC:Y]_#264_G42", style=filled, type=symmetric_quantize];
 "265 MobileNetV2/adaptive_avg_pool2d_0" [id=265, label="adaptive_avg_pool2d_#265", style=filled, type=adaptive_avg_pool2d];
 "266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=266, label="AFQ_[B:4 M:S SGN:U PC:N]_#266_G43", style=filled, type=symmetric_quantize];
-"267 MobileNetV2/flatten_0" [id=267, label="flatten_#267", style=filled, type=flatten];
+"267 MobileNetV2/reshape_0" [id=267, label="reshape_#267", style=filled, type=reshape];
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" [id=268, label="dropout_#268", style=filled, type=dropout];
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=269, label="WFQ_[B:4 M:S SGN:S PC:Y]_#269_G43", style=filled, type=symmetric_quantize];
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" [id=270, label="linear_#270", style=filled, type=linear];
@@ -274,281 +274,281 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
-"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0";
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0";
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0";
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0";
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "46 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "51 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "56 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "60 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "65 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "70 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "76 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "81 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "86 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
+"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/AsymmetricQuantizer/asymmetric_quantize_0";
 "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/AsymmetricQuantizer/asymmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "92 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "97 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "102 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "106 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "111 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "116 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "122 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "127 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "132 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
+"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "138 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "143 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "148 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
+"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0" -> "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0";
 "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "154 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "159 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "164 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "168 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "173 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "178 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0" -> "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "184 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "189 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "194 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
+"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0" -> "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0";
 "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "200 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "205 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "210 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "214 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "219 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "224 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" -> "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "230 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
+"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" -> "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0";
 "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
+"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
-"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0";
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
+"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0";
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" -> "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "265 MobileNetV2/adaptive_avg_pool2d_0";
 "265 MobileNetV2/adaptive_avg_pool2d_0" -> "266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0";
-"266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "267 MobileNetV2/flatten_0";
-"267 MobileNetV2/flatten_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
+"266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "267 MobileNetV2/reshape_0";
+"267 MobileNetV2/reshape_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" -> "271 /nncf_model_output_0";
diff --git a/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU__eval_subset_ratio_0.4__ratio_0.4.dot b/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU__eval_subset_ratio_0.4__ratio_0.4.dot
index 615fcd4414a..848b7aa88ec 100644
--- a/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU__eval_subset_ratio_0.4__ratio_0.4.dot
+++ b/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU__eval_subset_ratio_0.4__ratio_0.4.dot
@@ -3,270 +3,270 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=1, label="AFQ_[B:8 M:A SGN:S PC:N]_#1_G0", style=filled, type=asymmetric_quantize];
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=2, label="WFQ_[B:8 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=3, label="conv2d_k3x3_PAD_#3", style=filled, type=conv2d];
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=5, label="hardtanh_#5", style=filled, type=hardtanh];
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=6, label="AFQ_[B:8 M:S SGN:U PC:Y]_#6_G1", style=filled, type=symmetric_quantize];
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=7, label="WFQ_[B:8 M:S SGN:S PC:Y]_#7_G1", style=filled, type=symmetric_quantize];
 "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=purple, id=8, label="DW_Conv2d_k3x3_PAD_#8", style=filled, type=conv2d];
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=10, label="hardtanh_#10", style=filled, type=hardtanh];
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=11, label="AFQ_[B:4 M:S SGN:U PC:N]_#11_G2", style=filled, type=symmetric_quantize];
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=12, label="WFQ_[B:4 M:S SGN:S PC:Y]_#12_G2", style=filled, type=symmetric_quantize];
 "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" [color=lightblue, id=13, label="conv2d_k1x1_#13", style=filled, type=conv2d];
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=15, label="AFQ_[B:4 M:S SGN:S PC:N]_#15_G3", style=filled, type=symmetric_quantize];
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=15, label="AFQ_[B:4 M:S SGN:S PC:N]_#15_G3", style=filled, type=symmetric_quantize];
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=16, label="WFQ_[B:4 M:S SGN:S PC:Y]_#16_G3", style=filled, type=symmetric_quantize];
 "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=17, label="conv2d_k1x1_#17", style=filled, type=conv2d];
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=18, label="batch_norm_#18", style=filled, type=batch_norm];
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=18, label="batch_norm_#18", style=filled, type=batch_norm];
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=19, label="hardtanh_#19", style=filled, type=hardtanh];
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=20, label="AFQ_[B:8 M:S SGN:U PC:Y]_#20_G4", style=filled, type=symmetric_quantize];
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=21, label="WFQ_[B:4 M:S SGN:S PC:Y]_#21_G4", style=filled, type=symmetric_quantize];
 "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=22, label="DW_Conv2d_k3x3_PAD_#22", style=filled, type=conv2d];
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=23, label="batch_norm_#23", style=filled, type=batch_norm];
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=23, label="batch_norm_#23", style=filled, type=batch_norm];
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=24, label="hardtanh_#24", style=filled, type=hardtanh];
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=25, label="AFQ_[B:8 M:A SGN:S PC:N]_#25_G5", style=filled, type=asymmetric_quantize];
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=26, label="WFQ_[B:8 M:S SGN:S PC:Y]_#26_G5", style=filled, type=symmetric_quantize];
 "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=27, label="conv2d_k1x1_#27", style=filled, type=conv2d];
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=28, label="batch_norm_#28", style=filled, type=batch_norm];
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=29, label="AFQ_[B:8 M:A SGN:S PC:N]_#29_G44", style=filled, type=asymmetric_quantize];
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=28, label="batch_norm_#28", style=filled, type=batch_norm];
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=29, label="AFQ_[B:8 M:A SGN:S PC:N]_#29_G44", style=filled, type=asymmetric_quantize];
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=30, label="WFQ_[B:8 M:S SGN:S PC:Y]_#30_G44", style=filled, type=symmetric_quantize];
 "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=31, label="conv2d_k1x1_#31", style=filled, type=conv2d];
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
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 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=264, label="AFQ_[B:8 M:S SGN:U PC:Y]_#264_G42", style=filled, type=symmetric_quantize];
 "265 MobileNetV2/adaptive_avg_pool2d_0" [id=265, label="adaptive_avg_pool2d_#265", style=filled, type=adaptive_avg_pool2d];
 "266 MobileNetV2/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=266, label="AFQ_[B:8 M:A SGN:S PC:N]_#266_G43", style=filled, type=asymmetric_quantize];
-"267 MobileNetV2/flatten_0" [id=267, label="flatten_#267", style=filled, type=flatten];
+"267 MobileNetV2/reshape_0" [id=267, label="reshape_#267", style=filled, type=reshape];
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" [id=268, label="dropout_#268", style=filled, type=dropout];
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=269, label="WFQ_[B:8 M:S SGN:S PC:Y]_#269_G43", style=filled, type=symmetric_quantize];
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" [id=270, label="linear_#270", style=filled, type=linear];
@@ -274,281 +274,281 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
-"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0";
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0";
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0";
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0";
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "46 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "51 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "56 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "60 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "65 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "70 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "76 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "81 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "86 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
+"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/AsymmetricQuantizer/asymmetric_quantize_0";
 "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/AsymmetricQuantizer/asymmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "92 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "97 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "102 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "106 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "111 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "116 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "122 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "127 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "132 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
+"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "138 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "143 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "148 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
+"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0" -> "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0";
 "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "154 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "159 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "164 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "168 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "173 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "178 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0" -> "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "184 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "189 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "194 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
+"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0" -> "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0";
 "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "200 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "205 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "210 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "214 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "219 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "224 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" -> "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "230 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
+"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" -> "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0";
 "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
+"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
-"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0";
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
+"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0";
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" -> "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "265 MobileNetV2/adaptive_avg_pool2d_0";
 "265 MobileNetV2/adaptive_avg_pool2d_0" -> "266 MobileNetV2/AsymmetricQuantizer/asymmetric_quantize_0";
-"266 MobileNetV2/AsymmetricQuantizer/asymmetric_quantize_0" -> "267 MobileNetV2/flatten_0";
-"267 MobileNetV2/flatten_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
+"266 MobileNetV2/AsymmetricQuantizer/asymmetric_quantize_0" -> "267 MobileNetV2/reshape_0";
+"267 MobileNetV2/reshape_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" -> "271 /nncf_model_output_0";
diff --git a/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU__ratio_0.4.dot b/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU__ratio_0.4.dot
index 615fcd4414a..848b7aa88ec 100644
--- a/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU__ratio_0.4.dot
+++ b/tests/torch/data/reference_graphs/quantized/autoq/mobilenet_v2_device_VPU__ratio_0.4.dot
@@ -3,270 +3,270 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=1, label="AFQ_[B:8 M:A SGN:S PC:N]_#1_G0", style=filled, type=asymmetric_quantize];
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=2, label="WFQ_[B:8 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=3, label="conv2d_k3x3_PAD_#3", style=filled, type=conv2d];
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=5, label="hardtanh_#5", style=filled, type=hardtanh];
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=6, label="AFQ_[B:8 M:S SGN:U PC:Y]_#6_G1", style=filled, type=symmetric_quantize];
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=7, label="WFQ_[B:8 M:S SGN:S PC:Y]_#7_G1", style=filled, type=symmetric_quantize];
 "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=purple, id=8, label="DW_Conv2d_k3x3_PAD_#8", style=filled, type=conv2d];
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=10, label="hardtanh_#10", style=filled, type=hardtanh];
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=11, label="AFQ_[B:4 M:S SGN:U PC:N]_#11_G2", style=filled, type=symmetric_quantize];
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=12, label="WFQ_[B:4 M:S SGN:S PC:Y]_#12_G2", style=filled, type=symmetric_quantize];
 "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" [color=lightblue, id=13, label="conv2d_k1x1_#13", style=filled, type=conv2d];
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=15, label="AFQ_[B:4 M:S SGN:S PC:N]_#15_G3", style=filled, type=symmetric_quantize];
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=15, label="AFQ_[B:4 M:S SGN:S PC:N]_#15_G3", style=filled, type=symmetric_quantize];
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=16, label="WFQ_[B:4 M:S SGN:S PC:Y]_#16_G3", style=filled, type=symmetric_quantize];
 "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=17, label="conv2d_k1x1_#17", style=filled, type=conv2d];
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=18, label="batch_norm_#18", style=filled, type=batch_norm];
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=18, label="batch_norm_#18", style=filled, type=batch_norm];
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=19, label="hardtanh_#19", style=filled, type=hardtanh];
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=20, label="AFQ_[B:8 M:S SGN:U PC:Y]_#20_G4", style=filled, type=symmetric_quantize];
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=21, label="WFQ_[B:4 M:S SGN:S PC:Y]_#21_G4", style=filled, type=symmetric_quantize];
 "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=22, label="DW_Conv2d_k3x3_PAD_#22", style=filled, type=conv2d];
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=23, label="batch_norm_#23", style=filled, type=batch_norm];
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=23, label="batch_norm_#23", style=filled, type=batch_norm];
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 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=254, label="hardtanh_#254", style=filled, type=hardtanh];
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=255, label="AFQ_[B:4 M:S SGN:U PC:N]_#255_G40", style=filled, type=symmetric_quantize];
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=256, label="WFQ_[B:4 M:S SGN:S PC:Y]_#256_G40", style=filled, type=symmetric_quantize];
 "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=257, label="conv2d_k1x1_#257", style=filled, type=conv2d];
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=258, label="batch_norm_#258", style=filled, type=batch_norm];
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=259, label="AFQ_[B:8 M:A SGN:S PC:N]_#259_G41", style=filled, type=asymmetric_quantize];
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=258, label="batch_norm_#258", style=filled, type=batch_norm];
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=259, label="AFQ_[B:8 M:A SGN:S PC:N]_#259_G41", style=filled, type=asymmetric_quantize];
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=260, label="WFQ_[B:8 M:S SGN:S PC:Y]_#260_G41", style=filled, type=symmetric_quantize];
 "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=261, label="conv2d_k1x1_#261", style=filled, type=conv2d];
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" [id=263, label="hardtanh_#263", style=filled, type=hardtanh];
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=264, label="AFQ_[B:8 M:S SGN:U PC:Y]_#264_G42", style=filled, type=symmetric_quantize];
 "265 MobileNetV2/adaptive_avg_pool2d_0" [id=265, label="adaptive_avg_pool2d_#265", style=filled, type=adaptive_avg_pool2d];
 "266 MobileNetV2/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=266, label="AFQ_[B:8 M:A SGN:S PC:N]_#266_G43", style=filled, type=asymmetric_quantize];
-"267 MobileNetV2/flatten_0" [id=267, label="flatten_#267", style=filled, type=flatten];
+"267 MobileNetV2/reshape_0" [id=267, label="reshape_#267", style=filled, type=reshape];
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" [id=268, label="dropout_#268", style=filled, type=dropout];
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=269, label="WFQ_[B:8 M:S SGN:S PC:Y]_#269_G43", style=filled, type=symmetric_quantize];
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" [id=270, label="linear_#270", style=filled, type=linear];
@@ -274,281 +274,281 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
-"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0";
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0";
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0";
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0";
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "46 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "51 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "56 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "60 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "65 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "70 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "76 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "81 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "86 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
+"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/AsymmetricQuantizer/asymmetric_quantize_0";
 "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/AsymmetricQuantizer/asymmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "92 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "97 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "102 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "106 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "111 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "116 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "122 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "127 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "132 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
+"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "138 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "143 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "148 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
+"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0" -> "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0";
 "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "154 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "159 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "164 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "168 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "173 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "178 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0" -> "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "184 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "189 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "194 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
+"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0" -> "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0";
 "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "200 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "205 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "210 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "214 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "219 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "224 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" -> "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "230 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
+"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" -> "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0";
 "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
+"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
-"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0";
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
+"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0";
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" -> "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "265 MobileNetV2/adaptive_avg_pool2d_0";
 "265 MobileNetV2/adaptive_avg_pool2d_0" -> "266 MobileNetV2/AsymmetricQuantizer/asymmetric_quantize_0";
-"266 MobileNetV2/AsymmetricQuantizer/asymmetric_quantize_0" -> "267 MobileNetV2/flatten_0";
-"267 MobileNetV2/flatten_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
+"266 MobileNetV2/AsymmetricQuantizer/asymmetric_quantize_0" -> "267 MobileNetV2/reshape_0";
+"267 MobileNetV2/reshape_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" -> "271 /nncf_model_output_0";
diff --git a/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU.dot b/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU.dot
index 6a7687a5ccd..48f0ac5a83a 100644
--- a/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU.dot
+++ b/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU.dot
@@ -3,306 +3,306 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=1, label="AFQ_[B:8 M:A SGN:S PC:N]_#1_G0", style=filled, type=asymmetric_quantize];
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=2, label="WFQ_[B:8 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 ResNet/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=3, label="conv2d_k7x7_PAD_#3", style=filled, type=conv2d];
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 ResNet/ReLU[relu]/relu__0" [id=5, label="relu__#5", style=filled, type=relu_];
 "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=6, label="AFQ_[B:4 M:S SGN:U PC:N]_#6_G39", style=filled, type=symmetric_quantize];
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=7, label="max_pool2d_#7", style=filled, type=max_pool2d];
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=8, label="WFQ_[B:4 M:S SGN:S PC:Y]_#8_G39", style=filled, type=symmetric_quantize];
 "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=9, label="conv2d_k1x1_#9", style=filled, type=conv2d];
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=10, label="batch_norm_#10", style=filled, type=batch_norm];
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=10, label="batch_norm_#10", style=filled, type=batch_norm];
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0" [id=11, label="relu__#11", style=filled, type=relu_];
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=12, label="AFQ_[B:4 M:S SGN:U PC:N]_#12_G1", style=filled, type=symmetric_quantize];
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=13, label="WFQ_[B:4 M:S SGN:S PC:Y]_#13_G1", style=filled, type=symmetric_quantize];
 "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" [color=lightblue, id=14, label="pad_k3x3_PAD_#14", style=filled, type=pad];
 "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=15, label="conv2d_k3x3_PAD_#15", style=filled, type=conv2d];
-"16 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=16, label="batch_norm_#16", style=filled, type=batch_norm];
+"16 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=16, label="batch_norm_#16", style=filled, type=batch_norm];
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1" [id=17, label="relu__#17", style=filled, type=relu_];
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 "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0" [id=292, label="relu__#292", style=filled, type=relu_];
 "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=293, label="AFQ_[B:4 M:S SGN:U PC:N]_#293_G35", style=filled, type=symmetric_quantize];
 "294 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=294, label="WFQ_[B:4 M:S SGN:S PC:Y]_#294_G35", style=filled, type=symmetric_quantize];
 "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" [color=lightblue, id=295, label="pad_k3x3_PAD_#295", style=filled, type=pad];
 "296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=296, label="conv2d_k3x3_PAD_#296", style=filled, type=conv2d];
-"297 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=297, label="batch_norm_#297", style=filled, type=batch_norm];
+"297 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=297, label="batch_norm_#297", style=filled, type=batch_norm];
 "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1" [id=298, label="relu__#298", style=filled, type=relu_];
 "299 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=299, label="AFQ_[B:4 M:S SGN:U PC:N]_#299_G36", style=filled, type=symmetric_quantize];
 "300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=300, label="WFQ_[B:4 M:S SGN:S PC:Y]_#300_G36", style=filled, type=symmetric_quantize];
 "301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=301, label="conv2d_k1x1_#301", style=filled, type=conv2d];
-"302 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=302, label="batch_norm_#302", style=filled, type=batch_norm];
-"303 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=303, label="AFQ_[B:4 M:S SGN:S PC:N]_#303_G54", style=filled, type=symmetric_quantize];
+"302 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=302, label="batch_norm_#302", style=filled, type=batch_norm];
+"303 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=303, label="AFQ_[B:4 M:S SGN:S PC:N]_#303_G54", style=filled, type=symmetric_quantize];
 "304 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" [id=304, label="__iadd___#304", style=filled, type=__iadd__];
 "305 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2" [id=305, label="relu__#305", style=filled, type=relu_];
 "306 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" [color=green, id=306, label="AFQ_[B:8 M:S SGN:U PC:Y]_#306_G37", style=filled, type=symmetric_quantize];
@@ -337,323 +337,323 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
-"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 ResNet/ReLU[relu]/relu__0";
+"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ResNet/ReLU[relu]/relu__0";
 "5 ResNet/ReLU[relu]/relu__0" -> "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0";
+"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0";
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0" -> "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"16 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1";
+"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"16 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1";
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1" -> "18 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"22 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"22 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" -> "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2";
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2" -> "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"32 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0";
+"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"32 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0";
 "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0" -> "34 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "34 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1";
+"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1";
 "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1" -> "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"43 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
+"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"43 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" -> "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2";
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2" -> "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"49 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0";
+"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"49 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0";
 "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0" -> "51 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "51 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"54 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1";
+"53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1";
 "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1" -> "56 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "56 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"60 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
+"58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"60 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" -> "62 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2";
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2" -> "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"66 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0";
+"65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"66 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0";
 "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0" -> "68 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "68 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "72 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"72 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1";
+"71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "72 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"72 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1";
 "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1" -> "74 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "74 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "75 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "77 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"77 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"78 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "77 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"77 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"78 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" -> "84 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__2";
 "84 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__2" -> "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "86 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "88 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"88 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "89 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0";
+"87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "88 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"88 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "89 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0";
 "89 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0" -> "90 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "90 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "92 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "91 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "92 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "94 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"94 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1";
+"93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1";
 "95 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1" -> "96 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "96 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "97 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "99 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"99 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "100 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"100 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
+"98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "99 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"99 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "100 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"100 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" -> "102 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__2";
 "102 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__2" -> "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "104 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "106 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"106 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0";
+"105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0";
 "107 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0" -> "108 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "108 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "109 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "111 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"111 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1";
+"110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1";
 "112 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1" -> "113 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "113 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "114 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "116 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"116 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "117 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"117 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
+"115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "116 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"116 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "117 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"117 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0" -> "119 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__2";
 "119 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__2" -> "120 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "120 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "120 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "121 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "123 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"123 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0";
+"122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "123 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"123 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0";
 "124 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0" -> "125 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "125 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "126 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "128 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"128 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1";
+"127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "128 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"128 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1";
 "129 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1" -> "130 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "130 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "131 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "133 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"133 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "134 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"134 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
+"132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "133 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"133 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "134 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"134 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0" -> "136 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__2";
 "136 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__2" -> "137 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "137 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "137 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "138 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "140 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"140 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "141 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0";
+"139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "140 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"140 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "141 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0";
 "141 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0" -> "142 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "142 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "144 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "143 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "144 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "146 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"146 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1";
+"145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1";
 "147 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1" -> "148 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "148 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "149 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"151 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"152 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"151 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"152 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "153 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0" -> "158 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__2";
 "158 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__2" -> "159 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "159 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "159 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "160 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "162 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"162 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0";
+"161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0";
 "163 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0" -> "164 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "164 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "166 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "165 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "166 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"168 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1";
+"167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1";
 "169 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1" -> "170 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "170 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "171 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "173 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"173 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "174 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"174 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
+"172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "173 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"173 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "174 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"174 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0" -> "176 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__2";
 "176 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__2" -> "177 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "177 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "177 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "178 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"180 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0";
+"179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0";
 "181 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0" -> "182 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "182 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0";
 "183 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1";
+"185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1";
 "187 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1" -> "188 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "188 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "189 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "191 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"191 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "192 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"192 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
+"190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "191 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"191 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "192 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"192 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0" -> "194 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__2";
 "194 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__2" -> "195 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "195 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "195 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "196 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"198 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0";
+"197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"198 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0";
 "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0" -> "200 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "200 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/pad_0";
 "201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/pad_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"204 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1";
+"203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"204 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1";
 "205 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1" -> "206 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "206 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "207 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "209 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"209 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"210 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
+"208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "209 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"209 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"210 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0" -> "212 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__2";
 "212 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__2" -> "213 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "213 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "213 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "214 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "216 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
-"216 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0";
+"215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "216 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"216 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0";
 "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0" -> "218 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "218 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/pad_0";
 "219 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/pad_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
-"221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "222 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"222 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1";
+"221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "222 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"222 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1";
 "223 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1" -> "224 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "224 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "225 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
-"226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "227 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"227 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "228 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"228 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
+"226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "227 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"227 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "228 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"228 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0" -> "230 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__2";
 "230 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__2" -> "231 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "231 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "231 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "232 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "234 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
-"234 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0";
+"233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "234 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"234 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0";
 "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0" -> "236 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "236 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "238 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/pad_0";
 "237 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "238 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/pad_0" -> "239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
-"239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "240 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"240 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1";
+"239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "240 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"240 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1";
 "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1" -> "242 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "242 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "243 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
-"244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "245 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"245 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "246 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"246 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
+"244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "245 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"245 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "246 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"246 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0" -> "248 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__2";
 "248 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__2" -> "249 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "249 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "249 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "250 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"252 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0";
+"251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0";
 "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0" -> "254 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "254 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "255 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"257 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1";
+"256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"257 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1";
 "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1" -> "259 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "259 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "260 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "262 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"262 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"263 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "262 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"262 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"263 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "264 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" -> "269 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2";
 "269 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2" -> "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "271 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"273 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0";
+"272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0";
 "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0" -> "275 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "275 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "276 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1";
+"278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1";
 "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1" -> "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "282 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "284 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"284 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"285 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
+"283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "284 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"284 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"285 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" -> "287 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2";
 "287 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2" -> "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "304 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "289 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0";
+"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0";
 "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0" -> "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0";
 "294 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" -> "296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "297 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"297 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1";
+"296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "297 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"297 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1";
 "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1" -> "299 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "299 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "302 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"302 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "303 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"303 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "304 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
+"301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "302 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"302 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "303 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"303 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "304 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "304 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" -> "305 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2";
 "305 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2" -> "306 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "306 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "307 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__eval_subset_ratio_0.4.dot b/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__eval_subset_ratio_0.4.dot
index 6a7687a5ccd..48f0ac5a83a 100644
--- a/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__eval_subset_ratio_0.4.dot
+++ b/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__eval_subset_ratio_0.4.dot
@@ -3,306 +3,306 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=1, label="AFQ_[B:8 M:A SGN:S PC:N]_#1_G0", style=filled, type=asymmetric_quantize];
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-"279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=279, label="batch_norm_#279", style=filled, type=batch_norm];
+"279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=279, label="batch_norm_#279", style=filled, type=batch_norm];
 "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1" [id=280, label="relu__#280", style=filled, type=relu_];
 "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=281, label="AFQ_[B:4 M:S SGN:U PC:N]_#281_G34", style=filled, type=symmetric_quantize];
 "282 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=282, label="WFQ_[B:2 M:S SGN:S PC:Y]_#282_G34", style=filled, type=symmetric_quantize];
 "283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=283, label="conv2d_k1x1_#283", style=filled, type=conv2d];
-"284 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=284, label="batch_norm_#284", style=filled, type=batch_norm];
-"285 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=285, label="AFQ_[B:4 M:S SGN:S PC:N]_#285_G53", style=filled, type=symmetric_quantize];
+"284 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=284, label="batch_norm_#284", style=filled, type=batch_norm];
+"285 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=285, label="AFQ_[B:4 M:S SGN:S PC:N]_#285_G53", style=filled, type=symmetric_quantize];
 "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" [id=286, label="__iadd___#286", style=filled, type=__iadd__];
 "287 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2" [id=287, label="relu__#287", style=filled, type=relu_];
 "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" [color=red, id=288, label="AFQ_[B:4 M:S SGN:S PC:N]_#288_G54", style=filled, type=symmetric_quantize];
 "289 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=289, label="WFQ_[B:4 M:S SGN:S PC:Y]_#289_G54", style=filled, type=symmetric_quantize];
 "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=290, label="conv2d_k1x1_#290", style=filled, type=conv2d];
-"291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=291, label="batch_norm_#291", style=filled, type=batch_norm];
+"291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=291, label="batch_norm_#291", style=filled, type=batch_norm];
 "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0" [id=292, label="relu__#292", style=filled, type=relu_];
 "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=293, label="AFQ_[B:4 M:S SGN:U PC:N]_#293_G35", style=filled, type=symmetric_quantize];
 "294 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=294, label="WFQ_[B:4 M:S SGN:S PC:Y]_#294_G35", style=filled, type=symmetric_quantize];
 "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" [color=lightblue, id=295, label="pad_k3x3_PAD_#295", style=filled, type=pad];
 "296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=296, label="conv2d_k3x3_PAD_#296", style=filled, type=conv2d];
-"297 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=297, label="batch_norm_#297", style=filled, type=batch_norm];
+"297 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=297, label="batch_norm_#297", style=filled, type=batch_norm];
 "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1" [id=298, label="relu__#298", style=filled, type=relu_];
 "299 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=299, label="AFQ_[B:4 M:S SGN:U PC:N]_#299_G36", style=filled, type=symmetric_quantize];
 "300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=300, label="WFQ_[B:4 M:S SGN:S PC:Y]_#300_G36", style=filled, type=symmetric_quantize];
 "301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=301, label="conv2d_k1x1_#301", style=filled, type=conv2d];
-"302 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=302, label="batch_norm_#302", style=filled, type=batch_norm];
-"303 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=303, label="AFQ_[B:4 M:S SGN:S PC:N]_#303_G54", style=filled, type=symmetric_quantize];
+"302 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=302, label="batch_norm_#302", style=filled, type=batch_norm];
+"303 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=303, label="AFQ_[B:4 M:S SGN:S PC:N]_#303_G54", style=filled, type=symmetric_quantize];
 "304 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" [id=304, label="__iadd___#304", style=filled, type=__iadd__];
 "305 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2" [id=305, label="relu__#305", style=filled, type=relu_];
 "306 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" [color=green, id=306, label="AFQ_[B:8 M:S SGN:U PC:Y]_#306_G37", style=filled, type=symmetric_quantize];
@@ -337,323 +337,323 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
-"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 ResNet/ReLU[relu]/relu__0";
+"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ResNet/ReLU[relu]/relu__0";
 "5 ResNet/ReLU[relu]/relu__0" -> "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0";
+"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0";
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0" -> "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"16 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1";
+"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"16 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1";
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1" -> "18 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"22 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"22 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" -> "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2";
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2" -> "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"32 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0";
+"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"32 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0";
 "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0" -> "34 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "34 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1";
+"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1";
 "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1" -> "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"43 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
+"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"43 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" -> "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2";
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2" -> "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"49 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0";
+"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"49 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0";
 "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0" -> "51 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "51 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"54 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1";
+"53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1";
 "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1" -> "56 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "56 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"60 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
+"58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"60 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" -> "62 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2";
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2" -> "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"66 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0";
+"65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"66 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0";
 "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0" -> "68 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "68 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "72 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"72 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1";
+"71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "72 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"72 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1";
 "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1" -> "74 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "74 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "75 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "77 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"77 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"78 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "77 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"77 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"78 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" -> "84 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__2";
 "84 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__2" -> "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "86 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "88 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"88 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "89 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0";
+"87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "88 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"88 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "89 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0";
 "89 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0" -> "90 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "90 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "92 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "91 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "92 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "94 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"94 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1";
+"93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1";
 "95 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1" -> "96 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "96 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "97 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "99 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"99 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "100 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"100 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
+"98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "99 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"99 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "100 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"100 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" -> "102 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__2";
 "102 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__2" -> "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "104 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "106 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"106 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0";
+"105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0";
 "107 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0" -> "108 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "108 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "109 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "111 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"111 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1";
+"110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1";
 "112 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1" -> "113 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "113 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "114 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "116 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"116 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "117 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"117 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
+"115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "116 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"116 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "117 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"117 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0" -> "119 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__2";
 "119 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__2" -> "120 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "120 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "120 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "121 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "123 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"123 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0";
+"122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "123 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"123 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0";
 "124 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0" -> "125 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "125 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "126 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "128 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"128 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1";
+"127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "128 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"128 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1";
 "129 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1" -> "130 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "130 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "131 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "133 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"133 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "134 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"134 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
+"132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "133 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"133 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "134 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"134 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0" -> "136 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__2";
 "136 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__2" -> "137 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "137 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "137 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "138 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "140 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"140 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "141 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0";
+"139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "140 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"140 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "141 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0";
 "141 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0" -> "142 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "142 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "144 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "143 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "144 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "146 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"146 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1";
+"145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1";
 "147 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1" -> "148 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "148 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "149 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"151 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"152 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"151 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"152 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "153 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0" -> "158 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__2";
 "158 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__2" -> "159 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "159 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "159 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "160 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "162 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"162 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0";
+"161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0";
 "163 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0" -> "164 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "164 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "166 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "165 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "166 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"168 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1";
+"167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1";
 "169 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1" -> "170 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "170 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "171 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "173 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"173 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "174 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"174 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
+"172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "173 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"173 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "174 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"174 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0" -> "176 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__2";
 "176 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__2" -> "177 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "177 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "177 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "178 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"180 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0";
+"179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0";
 "181 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0" -> "182 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "182 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0";
 "183 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1";
+"185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1";
 "187 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1" -> "188 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "188 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "189 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "191 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"191 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "192 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"192 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
+"190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "191 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"191 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "192 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"192 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0" -> "194 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__2";
 "194 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__2" -> "195 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "195 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "195 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "196 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"198 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0";
+"197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"198 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0";
 "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0" -> "200 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "200 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/pad_0";
 "201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/pad_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"204 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1";
+"203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"204 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1";
 "205 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1" -> "206 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "206 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "207 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "209 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"209 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"210 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
+"208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "209 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"209 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"210 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0" -> "212 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__2";
 "212 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__2" -> "213 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "213 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "213 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "214 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "216 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
-"216 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0";
+"215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "216 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"216 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0";
 "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0" -> "218 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "218 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/pad_0";
 "219 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/pad_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
-"221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "222 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"222 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1";
+"221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "222 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"222 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1";
 "223 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1" -> "224 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "224 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "225 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
-"226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "227 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"227 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "228 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"228 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
+"226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "227 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"227 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "228 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"228 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0" -> "230 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__2";
 "230 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__2" -> "231 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "231 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "231 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "232 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "234 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
-"234 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0";
+"233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "234 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"234 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0";
 "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0" -> "236 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "236 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "238 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/pad_0";
 "237 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "238 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/pad_0" -> "239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
-"239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "240 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"240 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1";
+"239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "240 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"240 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1";
 "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1" -> "242 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "242 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "243 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
-"244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "245 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"245 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "246 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"246 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
+"244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "245 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"245 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "246 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"246 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0" -> "248 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__2";
 "248 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__2" -> "249 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "249 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "249 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "250 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"252 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0";
+"251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0";
 "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0" -> "254 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "254 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "255 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"257 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1";
+"256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"257 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1";
 "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1" -> "259 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "259 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "260 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "262 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"262 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"263 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "262 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"262 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"263 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "264 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" -> "269 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2";
 "269 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2" -> "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "271 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"273 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0";
+"272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0";
 "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0" -> "275 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "275 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "276 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1";
+"278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1";
 "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1" -> "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "282 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "284 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"284 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"285 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
+"283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "284 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"284 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"285 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" -> "287 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2";
 "287 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2" -> "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "304 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "289 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0";
+"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0";
 "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0" -> "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0";
 "294 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" -> "296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "297 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"297 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1";
+"296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "297 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"297 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1";
 "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1" -> "299 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "299 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "302 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"302 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "303 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"303 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "304 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
+"301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "302 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"302 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "303 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"303 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "304 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "304 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" -> "305 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2";
 "305 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2" -> "306 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "306 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "307 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__eval_subset_ratio_0.4__ratio_0.4.dot b/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__eval_subset_ratio_0.4__ratio_0.4.dot
index 9ba3e7b3282..3ff6daf652b 100644
--- a/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__eval_subset_ratio_0.4__ratio_0.4.dot
+++ b/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__eval_subset_ratio_0.4__ratio_0.4.dot
@@ -3,305 +3,305 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=1, label="AFQ_[B:8 M:A SGN:S PC:N]_#1_G0", style=filled, type=asymmetric_quantize];
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=2, label="WFQ_[B:8 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 ResNet/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=3, label="conv2d_k7x7_PAD_#3", style=filled, type=conv2d];
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 ResNet/ReLU[relu]/relu__0" [id=5, label="relu__#5", style=filled, type=relu_];
 "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=6, label="AFQ_[B:4 M:S SGN:U PC:N]_#6_G39", style=filled, type=symmetric_quantize];
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=7, label="max_pool2d_#7", style=filled, type=max_pool2d];
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=8, label="WFQ_[B:4 M:S SGN:S PC:Y]_#8_G39", style=filled, type=symmetric_quantize];
 "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=9, label="conv2d_k1x1_#9", style=filled, type=conv2d];
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=10, label="batch_norm_#10", style=filled, type=batch_norm];
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=10, label="batch_norm_#10", style=filled, type=batch_norm];
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0" [id=11, label="relu__#11", style=filled, type=relu_];
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=12, label="AFQ_[B:4 M:S SGN:U PC:N]_#12_G1", style=filled, type=symmetric_quantize];
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=13, label="WFQ_[B:4 M:S SGN:S PC:Y]_#13_G1", style=filled, type=symmetric_quantize];
 "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" [color=lightblue, id=14, label="pad_k3x3_PAD_#14", style=filled, type=pad];
 "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=15, label="conv2d_k3x3_PAD_#15", style=filled, type=conv2d];
-"16 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=16, label="batch_norm_#16", style=filled, type=batch_norm];
+"16 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=16, label="batch_norm_#16", style=filled, type=batch_norm];
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1" [id=17, label="relu__#17", style=filled, type=relu_];
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=18, label="AFQ_[B:4 M:S SGN:U PC:N]_#18_G2", style=filled, type=symmetric_quantize];
 "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=19, label="WFQ_[B:4 M:S SGN:S PC:Y]_#19_G2", style=filled, type=symmetric_quantize];
 "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=20, label="conv2d_k1x1_#20", style=filled, type=conv2d];
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=21, label="batch_norm_#21", style=filled, type=batch_norm];
-"22 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=22, label="AFQ_[B:8 M:A SGN:S PC:N]_#22_G3", style=filled, type=asymmetric_quantize];
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=21, label="batch_norm_#21", style=filled, type=batch_norm];
+"22 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=22, label="AFQ_[B:8 M:A SGN:S PC:N]_#22_G3", style=filled, type=asymmetric_quantize];
 "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=23, label="WFQ_[B:4 M:S SGN:S PC:Y]_#23_G39", style=filled, type=symmetric_quantize];
 "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=24, label="conv2d_k1x1_#24", style=filled, type=conv2d];
-"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" [id=25, label="batch_norm_#25", style=filled, type=batch_norm];
-"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=26, label="AFQ_[B:8 M:A SGN:S PC:N]_#26_G3", style=filled, type=asymmetric_quantize];
+"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" [id=25, label="batch_norm_#25", style=filled, type=batch_norm];
+"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=26, label="AFQ_[B:8 M:A SGN:S PC:N]_#26_G3", style=filled, type=asymmetric_quantize];
 "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" [id=27, label="__iadd___#27", style=filled, type=__iadd__];
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2" [id=28, label="relu__#28", style=filled, type=relu_];
 "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=29, label="AFQ_[B:8 M:A SGN:S PC:N]_#29_G40", style=filled, type=asymmetric_quantize];
 "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=30, label="WFQ_[B:8 M:S SGN:S PC:Y]_#30_G40", style=filled, type=symmetric_quantize];
 "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=31, label="conv2d_k1x1_#31", style=filled, type=conv2d];
-"32 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
+"32 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
 "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0" [id=33, label="relu__#33", style=filled, type=relu_];
 "34 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=34, label="AFQ_[B:8 M:A SGN:S PC:N]_#34_G4", style=filled, type=asymmetric_quantize];
 "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=35, label="WFQ_[B:8 M:S SGN:S PC:Y]_#35_G4", style=filled, type=symmetric_quantize];
 "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=36, label="conv2d_k3x3_PAD_#36", style=filled, type=conv2d];
-"37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
+"37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
 "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1" [id=38, label="relu__#38", style=filled, type=relu_];
 "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=39, label="AFQ_[B:4 M:S SGN:U PC:N]_#39_G5", style=filled, type=symmetric_quantize];
 "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=40, label="WFQ_[B:2 M:S SGN:S PC:Y]_#40_G5", style=filled, type=symmetric_quantize];
 "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=41, label="conv2d_k1x1_#41", style=filled, type=conv2d];
-"42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
-"43 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=43, label="AFQ_[B:8 M:A SGN:S PC:N]_#43_G40", style=filled, type=asymmetric_quantize];
+"42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
+"43 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=43, label="AFQ_[B:8 M:A SGN:S PC:N]_#43_G40", style=filled, type=asymmetric_quantize];
 "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" [id=44, label="__iadd___#44", style=filled, type=__iadd__];
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2" [id=45, label="relu__#45", style=filled, type=relu_];
 "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=46, label="AFQ_[B:4 M:S SGN:S PC:N]_#46_G41", style=filled, type=symmetric_quantize];
 "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=47, label="WFQ_[B:4 M:S SGN:S PC:Y]_#47_G41", style=filled, type=symmetric_quantize];
 "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=48, label="conv2d_k1x1_#48", style=filled, type=conv2d];
-"49 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=49, label="batch_norm_#49", style=filled, type=batch_norm];
+"49 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=49, label="batch_norm_#49", style=filled, type=batch_norm];
 "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0" [id=50, label="relu__#50", style=filled, type=relu_];
 "51 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=51, label="AFQ_[B:8 M:A SGN:S PC:N]_#51_G6", style=filled, type=asymmetric_quantize];
 "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=52, label="WFQ_[B:8 M:S SGN:S PC:Y]_#52_G6", style=filled, type=symmetric_quantize];
 "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=53, label="conv2d_k3x3_PAD_#53", style=filled, type=conv2d];
-"54 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=54, label="batch_norm_#54", style=filled, type=batch_norm];
+"54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=54, label="batch_norm_#54", style=filled, type=batch_norm];
 "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1" [id=55, label="relu__#55", style=filled, type=relu_];
 "56 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" [color=green, id=56, label="AFQ_[B:8 M:A SGN:S PC:N]_#56_G7", style=filled, type=asymmetric_quantize];
 "57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=57, label="WFQ_[B:8 M:S SGN:S PC:Y]_#57_G7", style=filled, type=symmetric_quantize];
 "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=58, label="conv2d_k1x1_#58", style=filled, type=conv2d];
-"59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=59, label="batch_norm_#59", style=filled, type=batch_norm];
-"60 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=60, label="AFQ_[B:4 M:S SGN:S PC:N]_#60_G41", style=filled, type=symmetric_quantize];
+"59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=59, label="batch_norm_#59", style=filled, type=batch_norm];
+"60 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=60, label="AFQ_[B:4 M:S SGN:S PC:N]_#60_G41", style=filled, type=symmetric_quantize];
 "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" [id=61, label="__iadd___#61", style=filled, type=__iadd__];
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2" [id=62, label="relu__#62", style=filled, type=relu_];
 "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=63, label="AFQ_[B:4 M:S SGN:U PC:N]_#63_G42", style=filled, type=symmetric_quantize];
 "64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=64, label="WFQ_[B:4 M:S SGN:S PC:Y]_#64_G42", style=filled, type=symmetric_quantize];
 "65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=65, label="conv2d_k1x1_#65", style=filled, type=conv2d];
-"66 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=66, label="batch_norm_#66", style=filled, type=batch_norm];
+"66 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=66, label="batch_norm_#66", style=filled, type=batch_norm];
 "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0" [id=67, label="relu__#67", style=filled, type=relu_];
 "68 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=68, label="AFQ_[B:4 M:S SGN:U PC:N]_#68_G8", style=filled, type=symmetric_quantize];
 "69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=69, label="WFQ_[B:4 M:S SGN:S PC:Y]_#69_G8", style=filled, type=symmetric_quantize];
 "70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" [color=lightblue, id=70, label="pad_k3x3_PAD_#70", style=filled, type=pad];
 "71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=71, label="conv2d_k3x3_PAD_#71", style=filled, type=conv2d];
-"72 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=72, label="batch_norm_#72", style=filled, type=batch_norm];
+"72 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=72, label="batch_norm_#72", style=filled, type=batch_norm];
 "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1" [id=73, label="relu__#73", style=filled, type=relu_];
 "74 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=74, label="AFQ_[B:4 M:S SGN:U PC:N]_#74_G9", style=filled, type=symmetric_quantize];
 "75 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=75, label="WFQ_[B:4 M:S SGN:S PC:Y]_#75_G9", style=filled, type=symmetric_quantize];
 "76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=76, label="conv2d_k1x1_#76", style=filled, type=conv2d];
-"77 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=77, label="batch_norm_#77", style=filled, type=batch_norm];
-"78 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=78, label="AFQ_[B:8 M:A SGN:S PC:N]_#78_G10", style=filled, type=asymmetric_quantize];
+"77 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=77, label="batch_norm_#77", style=filled, type=batch_norm];
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+"263 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=263, label="AFQ_[B:4 M:S SGN:S PC:N]_#263_G32", style=filled, type=symmetric_quantize];
 "264 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=264, label="WFQ_[B:4 M:S SGN:S PC:Y]_#264_G52", style=filled, type=symmetric_quantize];
 "265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=265, label="conv2d_k1x1_#265", style=filled, type=conv2d];
-"266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" [id=266, label="batch_norm_#266", style=filled, type=batch_norm];
-"267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=267, label="AFQ_[B:4 M:S SGN:S PC:N]_#267_G32", style=filled, type=symmetric_quantize];
+"266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" [id=266, label="batch_norm_#266", style=filled, type=batch_norm];
+"267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=267, label="AFQ_[B:4 M:S SGN:S PC:N]_#267_G32", style=filled, type=symmetric_quantize];
 "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" [id=268, label="__iadd___#268", style=filled, type=__iadd__];
 "269 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2" [id=269, label="relu__#269", style=filled, type=relu_];
 "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=270, label="AFQ_[B:4 M:S SGN:S PC:N]_#270_G53", style=filled, type=symmetric_quantize];
 "271 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=271, label="WFQ_[B:4 M:S SGN:S PC:Y]_#271_G53", style=filled, type=symmetric_quantize];
 "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=272, label="conv2d_k1x1_#272", style=filled, type=conv2d];
-"273 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=273, label="batch_norm_#273", style=filled, type=batch_norm];
+"273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=273, label="batch_norm_#273", style=filled, type=batch_norm];
 "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0" [id=274, label="relu__#274", style=filled, type=relu_];
 "275 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=275, label="AFQ_[B:4 M:S SGN:U PC:N]_#275_G33", style=filled, type=symmetric_quantize];
 "276 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=276, label="WFQ_[B:2 M:S SGN:S PC:Y]_#276_G33", style=filled, type=symmetric_quantize];
 "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" [color=lightblue, id=277, label="pad_k3x3_PAD_#277", style=filled, type=pad];
 "278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=278, label="conv2d_k3x3_PAD_#278", style=filled, type=conv2d];
-"279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=279, label="batch_norm_#279", style=filled, type=batch_norm];
+"279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=279, label="batch_norm_#279", style=filled, type=batch_norm];
 "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1" [id=280, label="relu__#280", style=filled, type=relu_];
 "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=281, label="AFQ_[B:4 M:S SGN:U PC:N]_#281_G34", style=filled, type=symmetric_quantize];
 "282 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=282, label="WFQ_[B:2 M:S SGN:S PC:Y]_#282_G34", style=filled, type=symmetric_quantize];
 "283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=283, label="conv2d_k1x1_#283", style=filled, type=conv2d];
-"284 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=284, label="batch_norm_#284", style=filled, type=batch_norm];
-"285 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=285, label="AFQ_[B:4 M:S SGN:S PC:N]_#285_G53", style=filled, type=symmetric_quantize];
+"284 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=284, label="batch_norm_#284", style=filled, type=batch_norm];
+"285 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=285, label="AFQ_[B:4 M:S SGN:S PC:N]_#285_G53", style=filled, type=symmetric_quantize];
 "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" [id=286, label="__iadd___#286", style=filled, type=__iadd__];
 "287 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2" [id=287, label="relu__#287", style=filled, type=relu_];
 "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" [color=red, id=288, label="AFQ_[B:4 M:S SGN:S PC:N]_#288_G54", style=filled, type=symmetric_quantize];
 "289 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=289, label="WFQ_[B:4 M:S SGN:S PC:Y]_#289_G54", style=filled, type=symmetric_quantize];
 "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=290, label="conv2d_k1x1_#290", style=filled, type=conv2d];
-"291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=291, label="batch_norm_#291", style=filled, type=batch_norm];
+"291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=291, label="batch_norm_#291", style=filled, type=batch_norm];
 "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0" [id=292, label="relu__#292", style=filled, type=relu_];
 "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=293, label="AFQ_[B:8 M:A SGN:S PC:N]_#293_G35", style=filled, type=asymmetric_quantize];
 "294 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=294, label="WFQ_[B:8 M:S SGN:S PC:Y]_#294_G35", style=filled, type=symmetric_quantize];
 "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=295, label="conv2d_k3x3_PAD_#295", style=filled, type=conv2d];
-"296 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=296, label="batch_norm_#296", style=filled, type=batch_norm];
+"296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=296, label="batch_norm_#296", style=filled, type=batch_norm];
 "297 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1" [id=297, label="relu__#297", style=filled, type=relu_];
 "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=298, label="AFQ_[B:4 M:S SGN:U PC:N]_#298_G36", style=filled, type=symmetric_quantize];
 "299 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=299, label="WFQ_[B:4 M:S SGN:S PC:Y]_#299_G36", style=filled, type=symmetric_quantize];
 "300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=300, label="conv2d_k1x1_#300", style=filled, type=conv2d];
-"301 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=301, label="batch_norm_#301", style=filled, type=batch_norm];
-"302 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=302, label="AFQ_[B:4 M:S SGN:S PC:N]_#302_G54", style=filled, type=symmetric_quantize];
+"301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=301, label="batch_norm_#301", style=filled, type=batch_norm];
+"302 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=302, label="AFQ_[B:4 M:S SGN:S PC:N]_#302_G54", style=filled, type=symmetric_quantize];
 "303 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" [id=303, label="__iadd___#303", style=filled, type=__iadd__];
 "304 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2" [id=304, label="relu__#304", style=filled, type=relu_];
 "305 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=green, id=305, label="AFQ_[B:8 M:S SGN:U PC:Y]_#305_G37", style=filled, type=symmetric_quantize];
@@ -334,322 +334,322 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
-"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 ResNet/ReLU[relu]/relu__0";
+"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ResNet/ReLU[relu]/relu__0";
 "5 ResNet/ReLU[relu]/relu__0" -> "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0";
+"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0";
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0" -> "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"16 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1";
+"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"16 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1";
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1" -> "18 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"22 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"22 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" -> "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2";
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2" -> "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"32 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0";
+"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"32 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0";
 "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0" -> "34 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "34 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1";
+"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1";
 "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1" -> "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"43 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
+"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"43 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" -> "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2";
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2" -> "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"49 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0";
+"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"49 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0";
 "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0" -> "51 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "51 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"54 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1";
+"53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1";
 "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1" -> "56 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "56 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"60 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
+"58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"60 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" -> "62 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2";
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2" -> "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"66 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0";
+"65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"66 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0";
 "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0" -> "68 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "68 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "72 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"72 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1";
+"71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "72 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"72 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1";
 "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1" -> "74 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "74 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "75 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "77 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"77 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"78 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "77 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"77 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"78 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" -> "84 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__2";
 "84 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__2" -> "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "86 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "88 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"88 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "89 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0";
+"87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "88 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"88 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "89 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0";
 "89 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0" -> "90 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "90 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "92 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "91 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "92 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "94 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"94 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1";
+"93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1";
 "95 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1" -> "96 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "96 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "97 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "99 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"99 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "100 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"100 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
+"98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "99 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"99 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "100 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"100 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" -> "102 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__2";
 "102 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__2" -> "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "104 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "106 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"106 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0";
+"105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0";
 "107 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0" -> "108 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "108 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "109 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "111 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"111 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1";
+"110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1";
 "112 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1" -> "113 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "113 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "114 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "116 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"116 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "117 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"117 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
+"115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "116 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"116 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "117 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"117 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0" -> "119 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__2";
 "119 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__2" -> "120 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "120 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "120 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "121 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "123 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"123 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0";
+"122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "123 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"123 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0";
 "124 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0" -> "125 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "125 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "126 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "128 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"128 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1";
+"127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "128 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"128 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1";
 "129 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1" -> "130 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "130 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "131 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "133 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"133 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "134 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"134 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
+"132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "133 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"133 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "134 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"134 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0" -> "136 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__2";
 "136 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__2" -> "137 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "137 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "137 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "138 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "140 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"140 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "141 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0";
+"139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "140 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"140 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "141 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0";
 "141 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0" -> "142 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "142 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "144 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "143 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "144 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "146 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"146 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1";
+"145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1";
 "147 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1" -> "148 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "148 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "149 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"151 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"152 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"151 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"152 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "153 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0" -> "158 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__2";
 "158 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__2" -> "159 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "159 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "159 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "160 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "162 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"162 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0";
+"161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0";
 "163 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0" -> "164 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "164 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "166 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "165 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "166 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"168 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1";
+"167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1";
 "169 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1" -> "170 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "170 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "171 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "173 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"173 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "174 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"174 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
+"172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "173 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"173 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "174 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"174 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0" -> "176 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__2";
 "176 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__2" -> "177 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "177 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "177 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "178 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"180 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0";
+"179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0";
 "181 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0" -> "182 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "182 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0";
 "183 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1";
+"185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1";
 "187 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1" -> "188 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "188 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "189 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "191 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"191 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "192 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"192 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
+"190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "191 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"191 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "192 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"192 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0" -> "194 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__2";
 "194 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__2" -> "195 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "195 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "195 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "196 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"198 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0";
+"197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"198 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0";
 "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0" -> "200 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "200 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/pad_0";
 "201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/pad_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"204 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1";
+"203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"204 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1";
 "205 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1" -> "206 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "206 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "207 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "209 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"209 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"210 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
+"208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "209 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"209 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"210 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0" -> "212 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__2";
 "212 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__2" -> "213 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "213 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "213 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "214 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "216 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
-"216 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0";
+"215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "216 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"216 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0";
 "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0" -> "218 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "218 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/pad_0";
 "219 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/pad_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
-"221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "222 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"222 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1";
+"221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "222 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"222 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1";
 "223 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1" -> "224 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "224 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "225 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
-"226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "227 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"227 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "228 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"228 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
+"226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "227 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"227 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "228 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"228 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0" -> "230 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__2";
 "230 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__2" -> "231 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "231 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "231 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "232 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "234 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
-"234 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0";
+"233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "234 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"234 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0";
 "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0" -> "236 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "236 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "238 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/pad_0";
 "237 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "238 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/pad_0" -> "239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
-"239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "240 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"240 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1";
+"239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "240 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"240 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1";
 "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1" -> "242 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "242 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "243 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
-"244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "245 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"245 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "246 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"246 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
+"244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "245 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"245 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "246 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"246 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0" -> "248 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__2";
 "248 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__2" -> "249 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "249 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "249 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "250 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"252 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0";
+"251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0";
 "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0" -> "254 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "254 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "255 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"257 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1";
+"256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"257 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1";
 "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1" -> "259 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "259 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "260 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "262 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"262 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"263 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "262 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"262 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"263 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "264 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" -> "269 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2";
 "269 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2" -> "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "271 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"273 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0";
+"272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0";
 "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0" -> "275 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "275 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "276 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1";
+"278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1";
 "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1" -> "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "282 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "284 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"284 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"285 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
+"283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "284 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"284 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"285 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" -> "287 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2";
 "287 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2" -> "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "303 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "289 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0";
+"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0";
 "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0" -> "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "294 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "296 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"296 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "297 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1";
+"295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "297 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1";
 "297 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1" -> "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "299 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "301 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"301 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "302 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"302 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "303 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
+"300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "302 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"302 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "303 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "303 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" -> "304 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2";
 "304 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2" -> "305 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "305 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "306 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__iter_number_4__warmup_iter_number_2.dot b/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__iter_number_4__warmup_iter_number_2.dot
index 6a7687a5ccd..48f0ac5a83a 100644
--- a/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__iter_number_4__warmup_iter_number_2.dot
+++ b/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__iter_number_4__warmup_iter_number_2.dot
@@ -3,306 +3,306 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=1, label="AFQ_[B:8 M:A SGN:S PC:N]_#1_G0", style=filled, type=asymmetric_quantize];
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=2, label="WFQ_[B:8 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 ResNet/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=3, label="conv2d_k7x7_PAD_#3", style=filled, type=conv2d];
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 ResNet/ReLU[relu]/relu__0" [id=5, label="relu__#5", style=filled, type=relu_];
 "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=6, label="AFQ_[B:4 M:S SGN:U PC:N]_#6_G39", style=filled, type=symmetric_quantize];
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=7, label="max_pool2d_#7", style=filled, type=max_pool2d];
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=8, label="WFQ_[B:4 M:S SGN:S PC:Y]_#8_G39", style=filled, type=symmetric_quantize];
 "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=9, label="conv2d_k1x1_#9", style=filled, type=conv2d];
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=10, label="batch_norm_#10", style=filled, type=batch_norm];
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=10, label="batch_norm_#10", style=filled, type=batch_norm];
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0" [id=11, label="relu__#11", style=filled, type=relu_];
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=12, label="AFQ_[B:4 M:S SGN:U PC:N]_#12_G1", style=filled, type=symmetric_quantize];
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=13, label="WFQ_[B:4 M:S SGN:S PC:Y]_#13_G1", style=filled, type=symmetric_quantize];
 "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" [color=lightblue, id=14, label="pad_k3x3_PAD_#14", style=filled, type=pad];
 "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=15, label="conv2d_k3x3_PAD_#15", style=filled, type=conv2d];
-"16 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=16, label="batch_norm_#16", style=filled, type=batch_norm];
+"16 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=16, label="batch_norm_#16", style=filled, type=batch_norm];
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1" [id=17, label="relu__#17", style=filled, type=relu_];
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=18, label="AFQ_[B:4 M:S SGN:U PC:N]_#18_G2", style=filled, type=symmetric_quantize];
 "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=19, label="WFQ_[B:4 M:S SGN:S PC:Y]_#19_G2", style=filled, type=symmetric_quantize];
 "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=20, label="conv2d_k1x1_#20", style=filled, type=conv2d];
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=21, label="batch_norm_#21", style=filled, type=batch_norm];
-"22 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=22, label="AFQ_[B:8 M:A SGN:S PC:N]_#22_G3", style=filled, type=asymmetric_quantize];
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=21, label="batch_norm_#21", style=filled, type=batch_norm];
+"22 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=22, label="AFQ_[B:8 M:A SGN:S PC:N]_#22_G3", style=filled, type=asymmetric_quantize];
 "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=23, label="WFQ_[B:4 M:S SGN:S PC:Y]_#23_G39", style=filled, type=symmetric_quantize];
 "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=24, label="conv2d_k1x1_#24", style=filled, type=conv2d];
-"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" [id=25, label="batch_norm_#25", style=filled, type=batch_norm];
-"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=26, label="AFQ_[B:8 M:A SGN:S PC:N]_#26_G3", style=filled, type=asymmetric_quantize];
+"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" [id=25, label="batch_norm_#25", style=filled, type=batch_norm];
+"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=26, label="AFQ_[B:8 M:A SGN:S PC:N]_#26_G3", style=filled, type=asymmetric_quantize];
 "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" [id=27, label="__iadd___#27", style=filled, type=__iadd__];
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2" [id=28, label="relu__#28", style=filled, type=relu_];
 "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=29, label="AFQ_[B:8 M:A SGN:S PC:N]_#29_G40", style=filled, type=asymmetric_quantize];
 "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=30, label="WFQ_[B:8 M:S SGN:S PC:Y]_#30_G40", style=filled, type=symmetric_quantize];
 "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=31, label="conv2d_k1x1_#31", style=filled, type=conv2d];
-"32 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
+"32 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
 "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0" [id=33, label="relu__#33", style=filled, type=relu_];
 "34 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=34, label="AFQ_[B:8 M:A SGN:S PC:N]_#34_G4", style=filled, type=asymmetric_quantize];
 "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=35, label="WFQ_[B:8 M:S SGN:S PC:Y]_#35_G4", style=filled, type=symmetric_quantize];
 "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=36, label="conv2d_k3x3_PAD_#36", style=filled, type=conv2d];
-"37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
+"37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
 "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1" [id=38, label="relu__#38", style=filled, type=relu_];
 "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=39, label="AFQ_[B:4 M:S SGN:U PC:N]_#39_G5", style=filled, type=symmetric_quantize];
 "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=40, label="WFQ_[B:2 M:S SGN:S PC:Y]_#40_G5", style=filled, type=symmetric_quantize];
 "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=41, label="conv2d_k1x1_#41", style=filled, type=conv2d];
-"42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
-"43 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=43, label="AFQ_[B:8 M:A SGN:S PC:N]_#43_G40", style=filled, type=asymmetric_quantize];
+"42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
+"43 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=43, label="AFQ_[B:8 M:A SGN:S PC:N]_#43_G40", style=filled, type=asymmetric_quantize];
 "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" [id=44, label="__iadd___#44", style=filled, type=__iadd__];
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2" [id=45, label="relu__#45", style=filled, type=relu_];
 "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=46, label="AFQ_[B:4 M:S SGN:S PC:N]_#46_G41", style=filled, type=symmetric_quantize];
 "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=47, label="WFQ_[B:4 M:S SGN:S PC:Y]_#47_G41", style=filled, type=symmetric_quantize];
 "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=48, label="conv2d_k1x1_#48", style=filled, type=conv2d];
-"49 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=49, label="batch_norm_#49", style=filled, type=batch_norm];
+"49 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=49, label="batch_norm_#49", style=filled, type=batch_norm];
 "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0" [id=50, label="relu__#50", style=filled, type=relu_];
 "51 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=51, label="AFQ_[B:8 M:A SGN:S PC:N]_#51_G6", style=filled, type=asymmetric_quantize];
 "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=52, label="WFQ_[B:8 M:S SGN:S PC:Y]_#52_G6", style=filled, type=symmetric_quantize];
 "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=53, label="conv2d_k3x3_PAD_#53", style=filled, type=conv2d];
-"54 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=54, label="batch_norm_#54", style=filled, type=batch_norm];
+"54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=54, label="batch_norm_#54", style=filled, type=batch_norm];
 "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1" [id=55, label="relu__#55", style=filled, type=relu_];
 "56 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" [color=green, id=56, label="AFQ_[B:8 M:A SGN:S PC:N]_#56_G7", style=filled, type=asymmetric_quantize];
 "57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=57, label="WFQ_[B:8 M:S SGN:S PC:Y]_#57_G7", style=filled, type=symmetric_quantize];
 "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=58, label="conv2d_k1x1_#58", style=filled, type=conv2d];
-"59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=59, label="batch_norm_#59", style=filled, type=batch_norm];
-"60 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=60, label="AFQ_[B:4 M:S SGN:S PC:N]_#60_G41", style=filled, type=symmetric_quantize];
+"59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=59, label="batch_norm_#59", style=filled, type=batch_norm];
+"60 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=60, label="AFQ_[B:4 M:S SGN:S PC:N]_#60_G41", style=filled, type=symmetric_quantize];
 "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" [id=61, label="__iadd___#61", style=filled, type=__iadd__];
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2" [id=62, label="relu__#62", style=filled, type=relu_];
 "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=63, label="AFQ_[B:4 M:S SGN:U PC:N]_#63_G42", style=filled, type=symmetric_quantize];
 "64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=64, label="WFQ_[B:4 M:S SGN:S PC:Y]_#64_G42", style=filled, type=symmetric_quantize];
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 "250 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=250, label="WFQ_[B:2 M:S SGN:S PC:Y]_#250_G52", style=filled, type=symmetric_quantize];
 "251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=251, label="conv2d_k1x1_#251", style=filled, type=conv2d];
-"252 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=252, label="batch_norm_#252", style=filled, type=batch_norm];
+"252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=252, label="batch_norm_#252", style=filled, type=batch_norm];
 "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0" [id=253, label="relu__#253", style=filled, type=relu_];
 "254 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=254, label="AFQ_[B:8 M:A SGN:S PC:N]_#254_G30", style=filled, type=asymmetric_quantize];
 "255 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=255, label="WFQ_[B:8 M:S SGN:S PC:Y]_#255_G30", style=filled, type=symmetric_quantize];
 "256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=256, label="conv2d_k3x3_PAD_#256", style=filled, type=conv2d];
-"257 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=257, label="batch_norm_#257", style=filled, type=batch_norm];
+"257 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=257, label="batch_norm_#257", style=filled, type=batch_norm];
 "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1" [id=258, label="relu__#258", style=filled, type=relu_];
 "259 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=259, label="AFQ_[B:4 M:S SGN:U PC:N]_#259_G31", style=filled, type=symmetric_quantize];
 "260 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=260, label="WFQ_[B:4 M:S SGN:S PC:Y]_#260_G31", style=filled, type=symmetric_quantize];
 "261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=261, label="conv2d_k1x1_#261", style=filled, type=conv2d];
-"262 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
-"263 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=263, label="AFQ_[B:4 M:S SGN:S PC:N]_#263_G32", style=filled, type=symmetric_quantize];
+"262 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
+"263 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=263, label="AFQ_[B:4 M:S SGN:S PC:N]_#263_G32", style=filled, type=symmetric_quantize];
 "264 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=264, label="WFQ_[B:4 M:S SGN:S PC:Y]_#264_G52", style=filled, type=symmetric_quantize];
 "265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=265, label="conv2d_k1x1_#265", style=filled, type=conv2d];
-"266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" [id=266, label="batch_norm_#266", style=filled, type=batch_norm];
-"267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=267, label="AFQ_[B:4 M:S SGN:S PC:N]_#267_G32", style=filled, type=symmetric_quantize];
+"266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" [id=266, label="batch_norm_#266", style=filled, type=batch_norm];
+"267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=267, label="AFQ_[B:4 M:S SGN:S PC:N]_#267_G32", style=filled, type=symmetric_quantize];
 "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" [id=268, label="__iadd___#268", style=filled, type=__iadd__];
 "269 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2" [id=269, label="relu__#269", style=filled, type=relu_];
 "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=270, label="AFQ_[B:4 M:S SGN:S PC:N]_#270_G53", style=filled, type=symmetric_quantize];
 "271 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=271, label="WFQ_[B:4 M:S SGN:S PC:Y]_#271_G53", style=filled, type=symmetric_quantize];
 "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=272, label="conv2d_k1x1_#272", style=filled, type=conv2d];
-"273 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=273, label="batch_norm_#273", style=filled, type=batch_norm];
+"273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=273, label="batch_norm_#273", style=filled, type=batch_norm];
 "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0" [id=274, label="relu__#274", style=filled, type=relu_];
 "275 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=275, label="AFQ_[B:4 M:S SGN:U PC:N]_#275_G33", style=filled, type=symmetric_quantize];
 "276 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=276, label="WFQ_[B:2 M:S SGN:S PC:Y]_#276_G33", style=filled, type=symmetric_quantize];
 "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" [color=lightblue, id=277, label="pad_k3x3_PAD_#277", style=filled, type=pad];
 "278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=278, label="conv2d_k3x3_PAD_#278", style=filled, type=conv2d];
-"279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=279, label="batch_norm_#279", style=filled, type=batch_norm];
+"279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=279, label="batch_norm_#279", style=filled, type=batch_norm];
 "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1" [id=280, label="relu__#280", style=filled, type=relu_];
 "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=281, label="AFQ_[B:4 M:S SGN:U PC:N]_#281_G34", style=filled, type=symmetric_quantize];
 "282 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=282, label="WFQ_[B:2 M:S SGN:S PC:Y]_#282_G34", style=filled, type=symmetric_quantize];
 "283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=283, label="conv2d_k1x1_#283", style=filled, type=conv2d];
-"284 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=284, label="batch_norm_#284", style=filled, type=batch_norm];
-"285 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=285, label="AFQ_[B:4 M:S SGN:S PC:N]_#285_G53", style=filled, type=symmetric_quantize];
+"284 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=284, label="batch_norm_#284", style=filled, type=batch_norm];
+"285 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=285, label="AFQ_[B:4 M:S SGN:S PC:N]_#285_G53", style=filled, type=symmetric_quantize];
 "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" [id=286, label="__iadd___#286", style=filled, type=__iadd__];
 "287 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2" [id=287, label="relu__#287", style=filled, type=relu_];
 "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" [color=red, id=288, label="AFQ_[B:4 M:S SGN:S PC:N]_#288_G54", style=filled, type=symmetric_quantize];
 "289 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=289, label="WFQ_[B:4 M:S SGN:S PC:Y]_#289_G54", style=filled, type=symmetric_quantize];
 "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=290, label="conv2d_k1x1_#290", style=filled, type=conv2d];
-"291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=291, label="batch_norm_#291", style=filled, type=batch_norm];
+"291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=291, label="batch_norm_#291", style=filled, type=batch_norm];
 "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0" [id=292, label="relu__#292", style=filled, type=relu_];
 "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=293, label="AFQ_[B:4 M:S SGN:U PC:N]_#293_G35", style=filled, type=symmetric_quantize];
 "294 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=294, label="WFQ_[B:4 M:S SGN:S PC:Y]_#294_G35", style=filled, type=symmetric_quantize];
 "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" [color=lightblue, id=295, label="pad_k3x3_PAD_#295", style=filled, type=pad];
 "296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=296, label="conv2d_k3x3_PAD_#296", style=filled, type=conv2d];
-"297 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=297, label="batch_norm_#297", style=filled, type=batch_norm];
+"297 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=297, label="batch_norm_#297", style=filled, type=batch_norm];
 "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1" [id=298, label="relu__#298", style=filled, type=relu_];
 "299 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=299, label="AFQ_[B:4 M:S SGN:U PC:N]_#299_G36", style=filled, type=symmetric_quantize];
 "300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=300, label="WFQ_[B:4 M:S SGN:S PC:Y]_#300_G36", style=filled, type=symmetric_quantize];
 "301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=301, label="conv2d_k1x1_#301", style=filled, type=conv2d];
-"302 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=302, label="batch_norm_#302", style=filled, type=batch_norm];
-"303 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=303, label="AFQ_[B:4 M:S SGN:S PC:N]_#303_G54", style=filled, type=symmetric_quantize];
+"302 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=302, label="batch_norm_#302", style=filled, type=batch_norm];
+"303 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=303, label="AFQ_[B:4 M:S SGN:S PC:N]_#303_G54", style=filled, type=symmetric_quantize];
 "304 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" [id=304, label="__iadd___#304", style=filled, type=__iadd__];
 "305 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2" [id=305, label="relu__#305", style=filled, type=relu_];
 "306 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" [color=green, id=306, label="AFQ_[B:8 M:S SGN:U PC:Y]_#306_G37", style=filled, type=symmetric_quantize];
@@ -337,323 +337,323 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
-"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 ResNet/ReLU[relu]/relu__0";
+"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ResNet/ReLU[relu]/relu__0";
 "5 ResNet/ReLU[relu]/relu__0" -> "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0";
+"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0";
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0" -> "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"16 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1";
+"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"16 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1";
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1" -> "18 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"22 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"22 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" -> "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2";
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2" -> "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"32 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0";
+"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"32 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0";
 "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0" -> "34 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "34 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1";
+"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1";
 "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1" -> "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"43 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
+"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"43 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" -> "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2";
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2" -> "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"49 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0";
+"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"49 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0";
 "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0" -> "51 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "51 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"54 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1";
+"53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1";
 "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1" -> "56 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "56 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"60 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
+"58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"60 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" -> "62 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2";
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2" -> "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"66 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0";
+"65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"66 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0";
 "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0" -> "68 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "68 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "72 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"72 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1";
+"71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "72 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"72 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1";
 "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1" -> "74 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "74 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "75 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "77 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"77 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"78 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "77 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"77 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"78 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" -> "84 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__2";
 "84 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__2" -> "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "86 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "88 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"88 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "89 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0";
+"87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "88 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"88 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "89 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0";
 "89 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0" -> "90 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "90 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "92 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "91 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "92 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "94 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"94 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1";
+"93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1";
 "95 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1" -> "96 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "96 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "97 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "99 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"99 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "100 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"100 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
+"98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "99 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"99 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "100 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"100 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" -> "102 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__2";
 "102 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__2" -> "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "104 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "106 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"106 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0";
+"105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0";
 "107 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0" -> "108 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "108 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "109 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "111 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"111 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1";
+"110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1";
 "112 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1" -> "113 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "113 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "114 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "116 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"116 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "117 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"117 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
+"115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "116 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"116 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "117 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"117 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0" -> "119 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__2";
 "119 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__2" -> "120 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "120 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "120 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "121 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "123 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"123 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0";
+"122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "123 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"123 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0";
 "124 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0" -> "125 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "125 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "126 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "128 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"128 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1";
+"127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "128 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"128 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1";
 "129 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1" -> "130 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "130 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "131 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "133 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"133 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "134 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"134 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
+"132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "133 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"133 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "134 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"134 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0" -> "136 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__2";
 "136 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__2" -> "137 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "137 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "137 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "138 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "140 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"140 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "141 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0";
+"139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "140 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"140 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "141 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0";
 "141 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0" -> "142 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "142 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "144 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "143 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "144 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "146 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"146 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1";
+"145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1";
 "147 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1" -> "148 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "148 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "149 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"151 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"152 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"151 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"152 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "153 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0" -> "158 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__2";
 "158 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__2" -> "159 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "159 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "159 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "160 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "162 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"162 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0";
+"161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0";
 "163 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0" -> "164 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "164 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "166 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "165 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "166 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"168 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1";
+"167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1";
 "169 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1" -> "170 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "170 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "171 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "173 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"173 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "174 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"174 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
+"172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "173 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"173 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "174 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"174 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0" -> "176 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__2";
 "176 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__2" -> "177 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "177 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "177 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "178 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"180 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0";
+"179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0";
 "181 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0" -> "182 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "182 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0";
 "183 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1";
+"185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1";
 "187 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1" -> "188 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "188 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "189 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "191 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"191 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "192 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"192 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
+"190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "191 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"191 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "192 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"192 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0" -> "194 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__2";
 "194 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__2" -> "195 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "195 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "195 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "196 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"198 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0";
+"197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"198 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0";
 "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0" -> "200 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "200 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/pad_0";
 "201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/pad_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"204 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1";
+"203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"204 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1";
 "205 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1" -> "206 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "206 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "207 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "209 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"209 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"210 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
+"208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "209 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"209 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"210 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0" -> "212 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__2";
 "212 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__2" -> "213 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "213 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "213 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "214 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "216 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
-"216 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0";
+"215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "216 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"216 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0";
 "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0" -> "218 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "218 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/pad_0";
 "219 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/pad_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
-"221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "222 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"222 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1";
+"221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "222 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"222 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1";
 "223 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1" -> "224 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "224 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "225 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
-"226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "227 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"227 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "228 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"228 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
+"226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "227 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"227 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "228 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"228 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0" -> "230 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__2";
 "230 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__2" -> "231 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "231 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "231 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "232 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "234 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
-"234 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0";
+"233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "234 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"234 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0";
 "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0" -> "236 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "236 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "238 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/pad_0";
 "237 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "238 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/pad_0" -> "239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
-"239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "240 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"240 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1";
+"239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "240 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"240 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1";
 "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1" -> "242 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "242 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "243 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
-"244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "245 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"245 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "246 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"246 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
+"244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "245 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"245 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "246 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"246 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0" -> "248 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__2";
 "248 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__2" -> "249 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "249 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "249 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "250 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"252 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0";
+"251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0";
 "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0" -> "254 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "254 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "255 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"257 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1";
+"256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"257 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1";
 "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1" -> "259 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "259 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "260 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "262 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"262 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"263 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "262 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"262 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"263 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "264 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" -> "269 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2";
 "269 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2" -> "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "271 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"273 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0";
+"272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0";
 "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0" -> "275 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "275 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "276 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1";
+"278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1";
 "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1" -> "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "282 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "284 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"284 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"285 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
+"283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "284 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"284 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"285 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" -> "287 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2";
 "287 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2" -> "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "304 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "289 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0";
+"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0";
 "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0" -> "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0";
 "294 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" -> "296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "297 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"297 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1";
+"296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "297 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"297 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1";
 "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1" -> "299 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "299 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "302 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"302 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "303 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"303 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "304 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
+"301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "302 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"302 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "303 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"303 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "304 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "304 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" -> "305 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2";
 "305 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2" -> "306 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "306 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "307 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__ratio_0.4.dot b/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__ratio_0.4.dot
index 9ba3e7b3282..3ff6daf652b 100644
--- a/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__ratio_0.4.dot
+++ b/tests/torch/data/reference_graphs/quantized/autoq/resnet50_device_VPU__ratio_0.4.dot
@@ -3,305 +3,305 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=1, label="AFQ_[B:8 M:A SGN:S PC:N]_#1_G0", style=filled, type=asymmetric_quantize];
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=2, label="WFQ_[B:8 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 ResNet/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=3, label="conv2d_k7x7_PAD_#3", style=filled, type=conv2d];
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 ResNet/ReLU[relu]/relu__0" [id=5, label="relu__#5", style=filled, type=relu_];
 "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=6, label="AFQ_[B:4 M:S SGN:U PC:N]_#6_G39", style=filled, type=symmetric_quantize];
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=7, label="max_pool2d_#7", style=filled, type=max_pool2d];
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=8, label="WFQ_[B:4 M:S SGN:S PC:Y]_#8_G39", style=filled, type=symmetric_quantize];
 "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=9, label="conv2d_k1x1_#9", style=filled, type=conv2d];
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=10, label="batch_norm_#10", style=filled, type=batch_norm];
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=10, label="batch_norm_#10", style=filled, type=batch_norm];
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0" [id=11, label="relu__#11", style=filled, type=relu_];
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=12, label="AFQ_[B:4 M:S SGN:U PC:N]_#12_G1", style=filled, type=symmetric_quantize];
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=13, label="WFQ_[B:4 M:S SGN:S PC:Y]_#13_G1", style=filled, type=symmetric_quantize];
 "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" [color=lightblue, id=14, label="pad_k3x3_PAD_#14", style=filled, type=pad];
 "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=15, label="conv2d_k3x3_PAD_#15", style=filled, type=conv2d];
-"16 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=16, label="batch_norm_#16", style=filled, type=batch_norm];
+"16 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=16, label="batch_norm_#16", style=filled, type=batch_norm];
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1" [id=17, label="relu__#17", style=filled, type=relu_];
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=18, label="AFQ_[B:4 M:S SGN:U PC:N]_#18_G2", style=filled, type=symmetric_quantize];
 "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=19, label="WFQ_[B:4 M:S SGN:S PC:Y]_#19_G2", style=filled, type=symmetric_quantize];
 "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=20, label="conv2d_k1x1_#20", style=filled, type=conv2d];
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=21, label="batch_norm_#21", style=filled, type=batch_norm];
-"22 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=22, label="AFQ_[B:8 M:A SGN:S PC:N]_#22_G3", style=filled, type=asymmetric_quantize];
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=21, label="batch_norm_#21", style=filled, type=batch_norm];
+"22 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=22, label="AFQ_[B:8 M:A SGN:S PC:N]_#22_G3", style=filled, type=asymmetric_quantize];
 "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=23, label="WFQ_[B:4 M:S SGN:S PC:Y]_#23_G39", style=filled, type=symmetric_quantize];
 "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=24, label="conv2d_k1x1_#24", style=filled, type=conv2d];
-"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" [id=25, label="batch_norm_#25", style=filled, type=batch_norm];
-"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=26, label="AFQ_[B:8 M:A SGN:S PC:N]_#26_G3", style=filled, type=asymmetric_quantize];
+"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" [id=25, label="batch_norm_#25", style=filled, type=batch_norm];
+"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=26, label="AFQ_[B:8 M:A SGN:S PC:N]_#26_G3", style=filled, type=asymmetric_quantize];
 "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" [id=27, label="__iadd___#27", style=filled, type=__iadd__];
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2" [id=28, label="relu__#28", style=filled, type=relu_];
 "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=29, label="AFQ_[B:8 M:A SGN:S PC:N]_#29_G40", style=filled, type=asymmetric_quantize];
 "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=30, label="WFQ_[B:8 M:S SGN:S PC:Y]_#30_G40", style=filled, type=symmetric_quantize];
 "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=31, label="conv2d_k1x1_#31", style=filled, type=conv2d];
-"32 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
+"32 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
 "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0" [id=33, label="relu__#33", style=filled, type=relu_];
 "34 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=34, label="AFQ_[B:8 M:A SGN:S PC:N]_#34_G4", style=filled, type=asymmetric_quantize];
 "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=35, label="WFQ_[B:8 M:S SGN:S PC:Y]_#35_G4", style=filled, type=symmetric_quantize];
 "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=36, label="conv2d_k3x3_PAD_#36", style=filled, type=conv2d];
-"37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
+"37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
 "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1" [id=38, label="relu__#38", style=filled, type=relu_];
 "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=39, label="AFQ_[B:4 M:S SGN:U PC:N]_#39_G5", style=filled, type=symmetric_quantize];
 "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=40, label="WFQ_[B:2 M:S SGN:S PC:Y]_#40_G5", style=filled, type=symmetric_quantize];
 "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=41, label="conv2d_k1x1_#41", style=filled, type=conv2d];
-"42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
-"43 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=43, label="AFQ_[B:8 M:A SGN:S PC:N]_#43_G40", style=filled, type=asymmetric_quantize];
+"42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
+"43 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=43, label="AFQ_[B:8 M:A SGN:S PC:N]_#43_G40", style=filled, type=asymmetric_quantize];
 "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" [id=44, label="__iadd___#44", style=filled, type=__iadd__];
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2" [id=45, label="relu__#45", style=filled, type=relu_];
 "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=46, label="AFQ_[B:4 M:S SGN:S PC:N]_#46_G41", style=filled, type=symmetric_quantize];
 "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=47, label="WFQ_[B:4 M:S SGN:S PC:Y]_#47_G41", style=filled, type=symmetric_quantize];
 "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=48, label="conv2d_k1x1_#48", style=filled, type=conv2d];
-"49 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=49, label="batch_norm_#49", style=filled, type=batch_norm];
+"49 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=49, label="batch_norm_#49", style=filled, type=batch_norm];
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 "239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=239, label="conv2d_k3x3_PAD_#239", style=filled, type=conv2d];
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 "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1" [id=241, label="relu__#241", style=filled, type=relu_];
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-"245 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" [id=245, label="batch_norm_#245", style=filled, type=batch_norm];
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+"245 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" [id=245, label="batch_norm_#245", style=filled, type=batch_norm];
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 "254 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=254, label="AFQ_[B:8 M:A SGN:S PC:N]_#254_G30", style=filled, type=asymmetric_quantize];
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 "256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=256, label="conv2d_k3x3_PAD_#256", style=filled, type=conv2d];
-"257 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=257, label="batch_norm_#257", style=filled, type=batch_norm];
+"257 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=257, label="batch_norm_#257", style=filled, type=batch_norm];
 "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1" [id=258, label="relu__#258", style=filled, type=relu_];
 "259 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=259, label="AFQ_[B:4 M:S SGN:U PC:N]_#259_G31", style=filled, type=symmetric_quantize];
 "260 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=260, label="WFQ_[B:4 M:S SGN:S PC:Y]_#260_G31", style=filled, type=symmetric_quantize];
 "261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=261, label="conv2d_k1x1_#261", style=filled, type=conv2d];
-"262 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
-"263 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=263, label="AFQ_[B:4 M:S SGN:S PC:N]_#263_G32", style=filled, type=symmetric_quantize];
+"262 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
+"263 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=263, label="AFQ_[B:4 M:S SGN:S PC:N]_#263_G32", style=filled, type=symmetric_quantize];
 "264 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=264, label="WFQ_[B:4 M:S SGN:S PC:Y]_#264_G52", style=filled, type=symmetric_quantize];
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+"266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" [id=266, label="batch_norm_#266", style=filled, type=batch_norm];
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 "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" [id=268, label="__iadd___#268", style=filled, type=__iadd__];
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 "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=270, label="AFQ_[B:4 M:S SGN:S PC:N]_#270_G53", style=filled, type=symmetric_quantize];
 "271 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=271, label="WFQ_[B:4 M:S SGN:S PC:Y]_#271_G53", style=filled, type=symmetric_quantize];
 "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=272, label="conv2d_k1x1_#272", style=filled, type=conv2d];
-"273 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=273, label="batch_norm_#273", style=filled, type=batch_norm];
+"273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=273, label="batch_norm_#273", style=filled, type=batch_norm];
 "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0" [id=274, label="relu__#274", style=filled, type=relu_];
 "275 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=275, label="AFQ_[B:4 M:S SGN:U PC:N]_#275_G33", style=filled, type=symmetric_quantize];
 "276 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=276, label="WFQ_[B:2 M:S SGN:S PC:Y]_#276_G33", style=filled, type=symmetric_quantize];
 "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" [color=lightblue, id=277, label="pad_k3x3_PAD_#277", style=filled, type=pad];
 "278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=278, label="conv2d_k3x3_PAD_#278", style=filled, type=conv2d];
-"279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=279, label="batch_norm_#279", style=filled, type=batch_norm];
+"279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=279, label="batch_norm_#279", style=filled, type=batch_norm];
 "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1" [id=280, label="relu__#280", style=filled, type=relu_];
 "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=281, label="AFQ_[B:4 M:S SGN:U PC:N]_#281_G34", style=filled, type=symmetric_quantize];
 "282 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=purple, id=282, label="WFQ_[B:2 M:S SGN:S PC:Y]_#282_G34", style=filled, type=symmetric_quantize];
 "283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=283, label="conv2d_k1x1_#283", style=filled, type=conv2d];
-"284 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=284, label="batch_norm_#284", style=filled, type=batch_norm];
-"285 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=285, label="AFQ_[B:4 M:S SGN:S PC:N]_#285_G53", style=filled, type=symmetric_quantize];
+"284 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=284, label="batch_norm_#284", style=filled, type=batch_norm];
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 "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" [id=286, label="__iadd___#286", style=filled, type=__iadd__];
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 "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" [color=red, id=288, label="AFQ_[B:4 M:S SGN:S PC:N]_#288_G54", style=filled, type=symmetric_quantize];
 "289 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=289, label="WFQ_[B:4 M:S SGN:S PC:Y]_#289_G54", style=filled, type=symmetric_quantize];
 "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=290, label="conv2d_k1x1_#290", style=filled, type=conv2d];
-"291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=291, label="batch_norm_#291", style=filled, type=batch_norm];
+"291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=291, label="batch_norm_#291", style=filled, type=batch_norm];
 "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0" [id=292, label="relu__#292", style=filled, type=relu_];
 "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=293, label="AFQ_[B:8 M:A SGN:S PC:N]_#293_G35", style=filled, type=asymmetric_quantize];
 "294 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=294, label="WFQ_[B:8 M:S SGN:S PC:Y]_#294_G35", style=filled, type=symmetric_quantize];
 "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=295, label="conv2d_k3x3_PAD_#295", style=filled, type=conv2d];
-"296 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=296, label="batch_norm_#296", style=filled, type=batch_norm];
+"296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=296, label="batch_norm_#296", style=filled, type=batch_norm];
 "297 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1" [id=297, label="relu__#297", style=filled, type=relu_];
 "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=298, label="AFQ_[B:4 M:S SGN:U PC:N]_#298_G36", style=filled, type=symmetric_quantize];
 "299 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=299, label="WFQ_[B:4 M:S SGN:S PC:Y]_#299_G36", style=filled, type=symmetric_quantize];
 "300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=300, label="conv2d_k1x1_#300", style=filled, type=conv2d];
-"301 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=301, label="batch_norm_#301", style=filled, type=batch_norm];
-"302 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=302, label="AFQ_[B:4 M:S SGN:S PC:N]_#302_G54", style=filled, type=symmetric_quantize];
+"301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=301, label="batch_norm_#301", style=filled, type=batch_norm];
+"302 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=302, label="AFQ_[B:4 M:S SGN:S PC:N]_#302_G54", style=filled, type=symmetric_quantize];
 "303 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" [id=303, label="__iadd___#303", style=filled, type=__iadd__];
 "304 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2" [id=304, label="relu__#304", style=filled, type=relu_];
 "305 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=green, id=305, label="AFQ_[B:8 M:S SGN:U PC:Y]_#305_G37", style=filled, type=symmetric_quantize];
@@ -334,322 +334,322 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
-"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 ResNet/ReLU[relu]/relu__0";
+"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ResNet/ReLU[relu]/relu__0";
 "5 ResNet/ReLU[relu]/relu__0" -> "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0";
+"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0";
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0" -> "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"16 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1";
+"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"16 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1";
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1" -> "18 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"22 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"22 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"26 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "27 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" -> "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2";
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2" -> "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "29 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"32 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0";
+"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"32 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0";
 "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0" -> "34 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "34 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1";
+"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1";
 "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1" -> "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"43 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
+"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"43 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" -> "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2";
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2" -> "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"49 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0";
+"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"49 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0";
 "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0" -> "51 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "51 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"54 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1";
+"53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1";
 "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1" -> "56 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "56 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"60 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
+"58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"60 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "61 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" -> "62 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2";
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2" -> "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"66 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0";
+"65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"66 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0";
 "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0" -> "68 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "68 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "72 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"72 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1";
+"71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "72 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"72 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1";
 "73 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1" -> "74 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "74 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "75 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "77 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"77 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"78 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "77 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"77 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"78 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0";
-"82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0";
+"82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "83 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" -> "84 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__2";
 "84 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__2" -> "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "86 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "88 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"88 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "89 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0";
+"87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "88 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"88 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "89 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0";
 "89 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0" -> "90 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "90 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "92 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "91 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "92 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "94 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"94 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1";
+"93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1";
 "95 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1" -> "96 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "96 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "97 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "99 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"99 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "100 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"100 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
+"98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "99 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"99 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "100 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"100 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "101 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" -> "102 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__2";
 "102 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__2" -> "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "104 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "106 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"106 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0";
+"105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0";
 "107 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0" -> "108 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "108 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "109 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "111 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"111 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1";
+"110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1";
 "112 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1" -> "113 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "113 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "114 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "116 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"116 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "117 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"117 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
+"115 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "116 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"116 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "117 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"117 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "118 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0" -> "119 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__2";
 "119 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__2" -> "120 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "120 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "120 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "121 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "123 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"123 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0";
+"122 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "123 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"123 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0";
 "124 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0" -> "125 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "125 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "126 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "128 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"128 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1";
+"127 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "128 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"128 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1";
 "129 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1" -> "130 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "130 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "131 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "133 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"133 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "134 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"134 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
+"132 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "133 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"133 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "134 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"134 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "135 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0" -> "136 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__2";
 "136 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__2" -> "137 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "137 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "137 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "138 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "140 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"140 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "141 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0";
+"139 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "140 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"140 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "141 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0";
 "141 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0" -> "142 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "142 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "144 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "143 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "144 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "146 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"146 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1";
+"145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1";
 "147 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1" -> "148 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "148 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "149 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"151 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"152 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"150 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"151 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"152 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "153 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"154 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"155 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "157 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0" -> "158 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__2";
 "158 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__2" -> "159 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "159 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "159 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "160 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "162 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"162 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0";
+"161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0";
 "163 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0" -> "164 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "164 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "166 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "165 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "166 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"168 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1";
+"167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1";
 "169 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1" -> "170 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "170 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "171 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "173 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"173 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "174 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"174 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
+"172 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "173 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"173 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "174 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"174 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "175 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0" -> "176 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__2";
 "176 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__2" -> "177 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "177 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "177 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "178 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"180 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0";
+"179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0";
 "181 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0" -> "182 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "182 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0";
 "183 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1";
+"185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1";
 "187 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1" -> "188 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "188 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "189 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "191 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"191 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "192 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"192 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
+"190 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "191 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"191 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "192 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"192 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "193 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0" -> "194 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__2";
 "194 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__2" -> "195 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "195 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "195 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "196 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"198 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0";
+"197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"198 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0";
 "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0" -> "200 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "200 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/pad_0";
 "201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/pad_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"204 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1";
+"203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"204 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1";
 "205 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1" -> "206 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "206 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "207 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "209 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"209 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"210 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
+"208 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "209 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"209 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"210 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "211 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0" -> "212 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__2";
 "212 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__2" -> "213 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "213 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "213 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "214 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "216 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
-"216 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0";
+"215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "216 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"216 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0";
 "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0" -> "218 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "218 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/pad_0";
 "219 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/pad_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
-"221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "222 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"222 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1";
+"221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "222 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"222 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1";
 "223 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1" -> "224 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "224 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "225 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
-"226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "227 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"227 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "228 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"228 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
+"226 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "227 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"227 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "228 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"228 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "229 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0" -> "230 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__2";
 "230 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__2" -> "231 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "231 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "231 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "232 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "234 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
-"234 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0";
+"233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "234 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"234 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0";
 "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0" -> "236 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "236 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "238 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/pad_0";
 "237 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "238 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/pad_0" -> "239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
-"239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "240 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"240 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1";
+"239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "240 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"240 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1";
 "241 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1" -> "242 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "242 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "243 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
-"244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "245 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"245 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "246 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"246 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
+"244 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "245 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"245 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "246 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"246 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "247 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0" -> "248 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__2";
 "248 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__2" -> "249 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "249 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "249 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "250 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"252 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0";
+"251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0";
 "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0" -> "254 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "254 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "255 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"257 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1";
+"256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"257 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1";
 "258 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1" -> "259 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "259 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "260 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "262 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"262 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"263 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "262 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"262 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"263 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "264 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"265 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"266 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"267 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "268 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" -> "269 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2";
 "269 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2" -> "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "270 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "271 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"273 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0";
+"272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0";
 "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0" -> "275 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "275 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "276 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1";
+"278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1";
 "280 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1" -> "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "282 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "284 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"284 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"285 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
+"283 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "284 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"284 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"285 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "286 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" -> "287 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2";
 "287 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2" -> "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "288 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "303 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "289 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0";
+"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0";
 "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0" -> "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "294 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "296 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"296 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "297 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1";
+"295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "297 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1";
 "297 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1" -> "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "298 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "299 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "301 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"301 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "302 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"302 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "303 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
+"300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"301 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "302 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"302 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "303 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "303 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" -> "304 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2";
 "304 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2" -> "305 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "305 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "306 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_liberal__ratio_1.3__with_target_scopes.dot b/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_liberal__ratio_1.3__with_target_scopes.dot
index b82e055fbcc..b2d02372f40 100644
--- a/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_liberal__ratio_1.3__with_target_scopes.dot
+++ b/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_liberal__ratio_1.3__with_target_scopes.dot
@@ -292,47 +292,47 @@ strict digraph  {
 "290 Inception3/InceptionE[Mixed_7b]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=290, label="AFQ_[B:8 M:A SGN:S PC:N]_#290_G2", style=filled, type=asymmetric_quantize];
 "291 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=291, label="WFQ_[B:8 M:S SGN:S PC:Y]_#291_G2", style=filled, type=symmetric_quantize];
 "292 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=292, label="conv2d_k1x1_FLOPS:83886080(shared among nodes 291,292)_#292", style=filled, type=conv2d];
-"293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=293, label="batch_norm_#293", style=filled, type=batch_norm];
+"293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=293, label="batch_norm_#293", style=filled, type=batch_norm];
 "294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" [id=294, label="relu__#294", style=filled, type=relu_];
 "295 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=295, label="WFQ_[B:8 M:S SGN:S PC:Y]_#295_G2", style=filled, type=symmetric_quantize];
 "296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=296, label="conv2d_k1x1_FLOPS:100663296(shared among nodes 295,296)_#296", style=filled, type=conv2d];
-"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=297, label="batch_norm_#297", style=filled, type=batch_norm];
+"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=297, label="batch_norm_#297", style=filled, type=batch_norm];
 "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" [id=298, label="relu__#298", style=filled, type=relu_];
 "299 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=299, label="AFQ_[B:4 M:S SGN:U PC:N]_#299_G3", style=filled, type=symmetric_quantize];
 "300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=300, label="WFQ_[B:4 M:S SGN:S PC:Y]_#300_G3", style=filled, type=symmetric_quantize];
 "301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=301, label="conv2d_k1x3_FLOPS:56623104(shared among nodes 300,301)_#301", style=filled, type=conv2d];
-"302 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" [id=302, label="batch_norm_#302", style=filled, type=batch_norm];
+"302 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" [id=302, label="batch_norm_#302", style=filled, type=batch_norm];
 "303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" [id=303, label="relu__#303", style=filled, type=relu_];
 "304 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=304, label="WFQ_[B:8 M:S SGN:S PC:Y]_#304_G3", style=filled, type=symmetric_quantize];
 "305 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=305, label="conv2d_k3x1_FLOPS:56623104(shared among nodes 304,305)_#305", style=filled, type=conv2d];
-"306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" [id=306, label="batch_norm_#306", style=filled, type=batch_norm];
+"306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" [id=306, label="batch_norm_#306", style=filled, type=batch_norm];
 "307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" [id=307, label="relu__#307", style=filled, type=relu_];
 "308 Inception3/InceptionE[Mixed_7c]/cat_0" [id=308, label="cat_#308", style=filled, type=cat];
 "309 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=309, label="WFQ_[B:4 M:S SGN:S PC:Y]_#309_G2", style=filled, type=symmetric_quantize];
 "310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=310, label="conv2d_k1x1_FLOPS:117440512(shared among nodes 309,310)_#310", style=filled, type=conv2d];
-"311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=311, label="batch_norm_#311", style=filled, type=batch_norm];
+"311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=311, label="batch_norm_#311", style=filled, type=batch_norm];
 "312 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=312, label="relu__#312", style=filled, type=relu_];
 "313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=313, label="AFQ_[B:4 M:S SGN:U PC:N]_#313_G0", style=filled, type=symmetric_quantize];
 "314 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=314, label="WFQ_[B:4 M:S SGN:S PC:Y]_#314_G0", style=filled, type=symmetric_quantize];
 "315 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" [color=lightblue, id=315, label="pad_k3x3_PAD_FLOPS:198180864(shared among nodes 314,315,316)_#315", style=filled, type=pad];
 "316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=316, label="conv2d_k3x3_PAD_FLOPS:198180864(shared among nodes 314,315,316)_#316", style=filled, type=conv2d];
-"317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=317, label="batch_norm_#317", style=filled, type=batch_norm];
+"317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=317, label="batch_norm_#317", style=filled, type=batch_norm];
 "318 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=318, label="relu__#318", style=filled, type=relu_];
 "319 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=319, label="AFQ_[B:4 M:S SGN:U PC:N]_#319_G4", style=filled, type=symmetric_quantize];
 "320 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=320, label="WFQ_[B:8 M:S SGN:S PC:Y]_#320_G4", style=filled, type=symmetric_quantize];
 "321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=321, label="conv2d_k1x3_FLOPS:56623104(shared among nodes 320,321)_#321", style=filled, type=conv2d];
-"322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=322, label="batch_norm_#322", style=filled, type=batch_norm];
+"322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=322, label="batch_norm_#322", style=filled, type=batch_norm];
 "323 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=323, label="relu__#323", style=filled, type=relu_];
 "324 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=324, label="WFQ_[B:4 M:S SGN:S PC:Y]_#324_G4", style=filled, type=symmetric_quantize];
 "325 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=325, label="conv2d_k3x1_FLOPS:56623104(shared among nodes 324,325)_#325", style=filled, type=conv2d];
-"326 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=326, label="batch_norm_#326", style=filled, type=batch_norm];
+"326 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=326, label="batch_norm_#326", style=filled, type=batch_norm];
 "327 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=327, label="relu__#327", style=filled, type=relu_];
 "328 Inception3/InceptionE[Mixed_7c]/cat_1" [id=328, label="cat_#328", style=filled, type=cat];
 "329 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0" [id=329, label="avg_pool2d_#329", style=filled, type=avg_pool2d];
 "330 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=330, label="AFQ_[B:4 M:S SGN:U PC:N]_#330_G1", style=filled, type=symmetric_quantize];
 "331 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=331, label="WFQ_[B:4 M:S SGN:S PC:Y]_#331_G1", style=filled, type=symmetric_quantize];
 "332 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=332, label="conv2d_k1x1_FLOPS:50331648(shared among nodes 331,332)_#332", style=filled, type=conv2d];
-"333 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=333, label="batch_norm_#333", style=filled, type=batch_norm];
+"333 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=333, label="batch_norm_#333", style=filled, type=batch_norm];
 "334 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" [id=334, label="relu__#334", style=filled, type=relu_];
 "335 Inception3/InceptionE[Mixed_7c]/cat_2" [id=335, label="cat_#335", style=filled, type=cat];
 "336 Inception3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0" [id=336, label="adaptive_avg_pool2d_#336", style=filled, type=adaptive_avg_pool2d];
@@ -669,50 +669,50 @@ strict digraph  {
 "290 Inception3/InceptionE[Mixed_7b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "290 Inception3/InceptionE[Mixed_7b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "329 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0";
 "291 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "292 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"292 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
+"292 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
 "294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" -> "335 Inception3/InceptionE[Mixed_7c]/cat_2";
 "295 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
+"296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
 "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" -> "299 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "299 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
 "299 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "305 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
 "300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
-"301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "302 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"302 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
+"301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "302 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"302 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
 "303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" -> "308 Inception3/InceptionE[Mixed_7c]/cat_0";
 "304 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "305 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
-"305 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
+"305 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
 "307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" -> "308 Inception3/InceptionE[Mixed_7c]/cat_0";
 "308 Inception3/InceptionE[Mixed_7c]/cat_0" -> "335 Inception3/InceptionE[Mixed_7c]/cat_2";
 "309 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "312 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "312 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "312 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "315 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "314 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "315 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "318 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "318 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "318 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "319 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "319 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
 "319 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "325 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
 "320 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
-"321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "323 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "323 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "323 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "328 Inception3/InceptionE[Mixed_7c]/cat_1";
 "324 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "325 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
-"325 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "326 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"326 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "327 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"325 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "326 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"326 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "327 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "327 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "328 Inception3/InceptionE[Mixed_7c]/cat_1";
 "328 Inception3/InceptionE[Mixed_7c]/cat_1" -> "335 Inception3/InceptionE[Mixed_7c]/cat_2";
 "329 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0" -> "330 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0";
 "330 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0" -> "332 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "331 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "332 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"332 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "333 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"333 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "334 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
+"332 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "333 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"333 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "334 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
 "334 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" -> "335 Inception3/InceptionE[Mixed_7c]/cat_2";
 "335 Inception3/InceptionE[Mixed_7c]/cat_2" -> "336 Inception3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
 "336 Inception3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0" -> "337 Inception3/Dropout[dropout]/dropout_0";
diff --git a/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_liberal__ratio_1.5.dot b/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_liberal__ratio_1.5.dot
index be69805cacc..f229f0aae60 100644
--- a/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_liberal__ratio_1.5.dot
+++ b/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_liberal__ratio_1.5.dot
@@ -3,384 +3,384 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [color=red, id=1, label="AFQ_[B:4 M:S SGN:S PC:N]_#1_G0", style=filled, type=symmetric_quantize];
 "2 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=2, label="WFQ_[B:4 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=3, label="conv2d_k3x3_#3", style=filled, type=conv2d];
-"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" [id=5, label="relu__#5", style=filled, type=relu_];
 "6 Inception3/BasicConv2d[Conv2d_1a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=6, label="AFQ_[B:8 M:A SGN:S PC:N]_#6_G1", style=filled, type=asymmetric_quantize];
 "7 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=7, label="WFQ_[B:8 M:S SGN:S PC:Y]_#7_G1", style=filled, type=symmetric_quantize];
 "8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=8, label="conv2d_k3x3_#8", style=filled, type=conv2d];
-"9 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
+"9 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
 "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" [id=10, label="relu__#10", style=filled, type=relu_];
 "11 Inception3/BasicConv2d[Conv2d_2a_3x3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=11, label="AFQ_[B:4 M:S SGN:U PC:N]_#11_G2", style=filled, type=symmetric_quantize];
 "12 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=12, label="WFQ_[B:4 M:S SGN:S PC:Y]_#12_G2", style=filled, type=symmetric_quantize];
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 "384 Inception3/InceptionC[Mixed_6e]/cat_0" [id=384, label="cat_#384", style=filled, type=cat];
@@ -396,76 +396,76 @@ strict digraph  {
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-"461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=461, label="batch_norm_#461", style=filled, type=batch_norm];
+"461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=461, label="batch_norm_#461", style=filled, type=batch_norm];
 "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=462, label="relu__#462", style=filled, type=relu_];
 "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=463, label="AFQ_[B:8 M:A SGN:S PC:N]_#463_G67", style=filled, type=asymmetric_quantize];
 "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=464, label="WFQ_[B:4 M:S SGN:S PC:Y]_#464_G58", style=filled, type=symmetric_quantize];
 "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=465, label="conv2d_k3x1_#465", style=filled, type=conv2d];
-"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=466, label="batch_norm_#466", style=filled, type=batch_norm];
+"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=466, label="batch_norm_#466", style=filled, type=batch_norm];
 "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=467, label="relu__#467", style=filled, type=relu_];
 "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=468, label="AFQ_[B:8 M:A SGN:S PC:N]_#468_G67", style=filled, type=asymmetric_quantize];
 "469 Inception3/InceptionE[Mixed_7b]/cat_1" [id=469, label="cat_#469", style=filled, type=cat];
@@ -473,50 +473,50 @@ strict digraph  {
 "471 Inception3/InceptionE[Mixed_7b]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=471, label="AFQ_[B:8 M:A SGN:S PC:N]_#471_G52", style=filled, type=asymmetric_quantize];
 "472 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=472, label="WFQ_[B:8 M:S SGN:S PC:Y]_#472_G52", style=filled, type=symmetric_quantize];
 "473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=473, label="conv2d_k1x1_#473", style=filled, type=conv2d];
-"474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=474, label="batch_norm_#474", style=filled, type=batch_norm];
+"474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=474, label="batch_norm_#474", style=filled, type=batch_norm];
 "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" [id=475, label="relu__#475", style=filled, type=relu_];
 "476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=476, label="AFQ_[B:8 M:A SGN:S PC:N]_#476_G67", style=filled, type=asymmetric_quantize];
 "477 Inception3/InceptionE[Mixed_7b]/cat_2" [id=477, label="cat_#477", style=filled, type=cat];
 "478 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=478, label="WFQ_[B:4 M:S SGN:S PC:Y]_#478_G67", style=filled, type=symmetric_quantize];
 "479 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=479, label="conv2d_k1x1_#479", style=filled, type=conv2d];
-"480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=480, label="batch_norm_#480", style=filled, type=batch_norm];
+"480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=480, label="batch_norm_#480", style=filled, type=batch_norm];
 "481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" [id=481, label="relu__#481", style=filled, type=relu_];
 "482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=482, label="AFQ_[B:8 M:S SGN:U PC:Y]_#482_G66", style=filled, type=symmetric_quantize];
 "483 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=483, label="WFQ_[B:4 M:S SGN:S PC:Y]_#483_G67", style=filled, type=symmetric_quantize];
 "484 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=484, label="conv2d_k1x1_#484", style=filled, type=conv2d];
-"485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=485, label="batch_norm_#485", style=filled, type=batch_norm];
+"485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=485, label="batch_norm_#485", style=filled, type=batch_norm];
 "486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" [id=486, label="relu__#486", style=filled, type=relu_];
 "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=487, label="AFQ_[B:4 M:S SGN:U PC:N]_#487_G59", style=filled, type=symmetric_quantize];
 "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=488, label="WFQ_[B:4 M:S SGN:S PC:Y]_#488_G59", style=filled, type=symmetric_quantize];
 "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=489, label="conv2d_k1x3_#489", style=filled, type=conv2d];
-"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" [id=490, label="batch_norm_#490", style=filled, type=batch_norm];
+"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" [id=490, label="batch_norm_#490", style=filled, type=batch_norm];
 "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" [id=491, label="relu__#491", style=filled, type=relu_];
 "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=492, label="AFQ_[B:8 M:S SGN:U PC:Y]_#492_G66", style=filled, type=symmetric_quantize];
 "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=493, label="WFQ_[B:4 M:S SGN:S PC:Y]_#493_G59", style=filled, type=symmetric_quantize];
 "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=494, label="conv2d_k3x1_#494", style=filled, type=conv2d];
-"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" [id=495, label="batch_norm_#495", style=filled, type=batch_norm];
+"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" [id=495, label="batch_norm_#495", style=filled, type=batch_norm];
 "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" [id=496, label="relu__#496", style=filled, type=relu_];
 "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=497, label="AFQ_[B:8 M:S SGN:U PC:Y]_#497_G66", style=filled, type=symmetric_quantize];
 "498 Inception3/InceptionE[Mixed_7c]/cat_0" [id=498, label="cat_#498", style=filled, type=cat];
 "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=499, label="WFQ_[B:4 M:S SGN:S PC:Y]_#499_G67", style=filled, type=symmetric_quantize];
 "500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=500, label="conv2d_k1x1_#500", style=filled, type=conv2d];
-"501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=501, label="batch_norm_#501", style=filled, type=batch_norm];
+"501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=501, label="batch_norm_#501", style=filled, type=batch_norm];
 "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=502, label="relu__#502", style=filled, type=relu_];
 "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=503, label="AFQ_[B:4 M:S SGN:U PC:N]_#503_G53", style=filled, type=symmetric_quantize];
 "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=504, label="WFQ_[B:4 M:S SGN:S PC:Y]_#504_G53", style=filled, type=symmetric_quantize];
 "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" [color=lightblue, id=505, label="pad_k3x3_PAD_#505", style=filled, type=pad];
 "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=506, label="conv2d_k3x3_PAD_#506", style=filled, type=conv2d];
-"507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=507, label="batch_norm_#507", style=filled, type=batch_norm];
+"507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=507, label="batch_norm_#507", style=filled, type=batch_norm];
 "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=508, label="relu__#508", style=filled, type=relu_];
 "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=509, label="AFQ_[B:4 M:S SGN:U PC:N]_#509_G60", style=filled, type=symmetric_quantize];
 "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=510, label="WFQ_[B:8 M:S SGN:S PC:Y]_#510_G60", style=filled, type=symmetric_quantize];
 "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=511, label="conv2d_k1x3_#511", style=filled, type=conv2d];
-"512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=512, label="batch_norm_#512", style=filled, type=batch_norm];
+"512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=512, label="batch_norm_#512", style=filled, type=batch_norm];
 "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=513, label="relu__#513", style=filled, type=relu_];
 "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=514, label="AFQ_[B:8 M:S SGN:U PC:Y]_#514_G66", style=filled, type=symmetric_quantize];
 "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=515, label="WFQ_[B:4 M:S SGN:S PC:Y]_#515_G60", style=filled, type=symmetric_quantize];
 "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=516, label="conv2d_k3x1_#516", style=filled, type=conv2d];
-"517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=517, label="batch_norm_#517", style=filled, type=batch_norm];
+"517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=517, label="batch_norm_#517", style=filled, type=batch_norm];
 "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=518, label="relu__#518", style=filled, type=relu_];
 "519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=519, label="AFQ_[B:8 M:S SGN:U PC:Y]_#519_G66", style=filled, type=symmetric_quantize];
 "520 Inception3/InceptionE[Mixed_7c]/cat_1" [id=520, label="cat_#520", style=filled, type=cat];
@@ -524,7 +524,7 @@ strict digraph  {
 "522 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=522, label="AFQ_[B:4 M:S SGN:U PC:N]_#522_G54", style=filled, type=symmetric_quantize];
 "523 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=523, label="WFQ_[B:4 M:S SGN:S PC:Y]_#523_G54", style=filled, type=symmetric_quantize];
 "524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=524, label="conv2d_k1x1_#524", style=filled, type=conv2d];
-"525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=525, label="batch_norm_#525", style=filled, type=batch_norm];
+"525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=525, label="batch_norm_#525", style=filled, type=batch_norm];
 "526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" [id=526, label="relu__#526", style=filled, type=relu_];
 "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=527, label="AFQ_[B:8 M:S SGN:U PC:Y]_#527_G66", style=filled, type=symmetric_quantize];
 "528 Inception3/InceptionE[Mixed_7c]/cat_2" [id=528, label="cat_#528", style=filled, type=cat];
@@ -559,30 +559,30 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "2 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "4 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
+"3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "4 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
 "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" -> "6 Inception3/BasicConv2d[Conv2d_1a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 Inception3/BasicConv2d[Conv2d_1a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "7 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "9 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"9 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
+"8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "9 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"9 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
 "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" -> "11 Inception3/BasicConv2d[Conv2d_2a_3x3]/SymmetricQuantizer/symmetric_quantize_0";
 "11 Inception3/BasicConv2d[Conv2d_2a_3x3]/SymmetricQuantizer/symmetric_quantize_0" -> "13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/pad_0";
 "12 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "14 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0";
 "13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/pad_0" -> "14 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0";
-"14 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "15 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"15 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "16 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
+"14 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "15 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"15 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "16 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
 "16 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" -> "17 Inception3/BasicConv2d[Conv2d_2b_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "17 Inception3/BasicConv2d[Conv2d_2b_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "18 Inception3/MaxPool2d[maxpool1]/max_pool2d_0";
 "18 Inception3/MaxPool2d[maxpool1]/max_pool2d_0" -> "20 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
 "19 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "20 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
-"20 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "21 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0";
-"21 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" -> "22 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
+"20 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "21 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"21 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "22 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
 "22 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" -> "23 Inception3/BasicConv2d[Conv2d_3b_1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "23 Inception3/BasicConv2d[Conv2d_3b_1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "25 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "24 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "25 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"25 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "26 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"26 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "27 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
+"25 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "26 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"26 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "27 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
 "27 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" -> "28 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "28 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "29 Inception3/MaxPool2d[maxpool2]/max_pool2d_0";
 "29 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" -> "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -590,43 +590,43 @@ strict digraph  {
 "29 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" -> "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "29 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" -> "63 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0";
 "30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
+"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
 "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" -> "34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "70 Inception3/InceptionA[Mixed_5b]/cat_0";
 "35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
+"36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
 "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" -> "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0";
 "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0" -> "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0";
 "40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0" -> "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
+"42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
 "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" -> "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "70 Inception3/InceptionA[Mixed_5b]/cat_0";
 "46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0";
 "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0" -> "59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "62 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "62 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "70 Inception3/InceptionA[Mixed_5b]/cat_0";
 "63 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0" -> "64 Inception3/InceptionA[Mixed_5b]/SymmetricQuantizer/symmetric_quantize_0";
 "64 Inception3/InceptionA[Mixed_5b]/SymmetricQuantizer/symmetric_quantize_0" -> "66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "68 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
+"66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "68 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
 "68 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0" -> "69 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "69 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "70 Inception3/InceptionA[Mixed_5b]/cat_0";
 "70 Inception3/InceptionA[Mixed_5b]/cat_0" -> "72 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -634,41 +634,41 @@ strict digraph  {
 "70 Inception3/InceptionA[Mixed_5b]/cat_0" -> "87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "70 Inception3/InceptionA[Mixed_5b]/cat_0" -> "102 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0";
 "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "72 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"72 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
+"72 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
 "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0" -> "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "109 Inception3/InceptionA[Mixed_5c]/cat_0";
 "76 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"77 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
+"77 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
 "79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0" -> "80 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "80 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "82 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "81 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"82 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
+"82 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
 "84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0" -> "85 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "85 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "109 Inception3/InceptionA[Mixed_5c]/cat_0";
 "86 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "91 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "96 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "96 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "101 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "101 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "109 Inception3/InceptionA[Mixed_5c]/cat_0";
 "102 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0" -> "103 Inception3/InceptionA[Mixed_5c]/SymmetricQuantizer/symmetric_quantize_0";
 "103 Inception3/InceptionA[Mixed_5c]/SymmetricQuantizer/symmetric_quantize_0" -> "105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "104 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
+"105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
 "107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0" -> "108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "109 Inception3/InceptionA[Mixed_5c]/cat_0";
 "109 Inception3/InceptionA[Mixed_5c]/cat_0" -> "111 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -676,66 +676,66 @@ strict digraph  {
 "109 Inception3/InceptionA[Mixed_5c]/cat_0" -> "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "109 Inception3/InceptionA[Mixed_5c]/cat_0" -> "142 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0";
 "110 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "111 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"111 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "113 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
+"111 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "113 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
 "113 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0" -> "114 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "114 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "149 Inception3/InceptionA[Mixed_5d]/cat_0";
 "115 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "116 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"116 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "118 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
+"116 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "118 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
 "118 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0" -> "119 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0";
 "119 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0" -> "121 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0";
 "120 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "121 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0" -> "122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "124 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
+"122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "124 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
 "124 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0" -> "125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "149 Inception3/InceptionA[Mixed_5d]/cat_0";
 "126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "129 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "129 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "129 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "149 Inception3/InceptionA[Mixed_5d]/cat_0";
 "142 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0" -> "143 Inception3/InceptionA[Mixed_5d]/SymmetricQuantizer/symmetric_quantize_0";
 "143 Inception3/InceptionA[Mixed_5d]/SymmetricQuantizer/symmetric_quantize_0" -> "145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "144 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
+"145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
 "147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0" -> "148 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "148 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "149 Inception3/InceptionA[Mixed_5d]/cat_0";
 "149 Inception3/InceptionA[Mixed_5d]/cat_0" -> "151 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
 "149 Inception3/InceptionA[Mixed_5d]/cat_0" -> "156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "149 Inception3/InceptionA[Mixed_5d]/cat_0" -> "171 Inception3/InceptionB[Mixed_6a]/max_pool2d_0";
 "150 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "151 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
-"151 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "152 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0";
-"152 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0" -> "153 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
+"151 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "152 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"152 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "153 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
 "153 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0" -> "154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "172 Inception3/InceptionB[Mixed_6a]/cat_0";
 "155 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "157 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"157 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "158 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "157 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"157 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "158 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "158 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "161 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "160 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "162 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "161 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "162 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"162 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"162 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "167 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "166 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "167 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"167 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"167 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "170 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "170 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "172 Inception3/InceptionB[Mixed_6a]/cat_0";
 "171 Inception3/InceptionB[Mixed_6a]/max_pool2d_0" -> "172 Inception3/InceptionB[Mixed_6a]/cat_0";
@@ -744,55 +744,55 @@ strict digraph  {
 "172 Inception3/InceptionB[Mixed_6a]/cat_0" -> "194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "172 Inception3/InceptionB[Mixed_6a]/cat_0" -> "218 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0";
 "173 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "174 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"174 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "175 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"175 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
+"174 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "175 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"175 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
 "176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0" -> "177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 Inception3/InceptionC[Mixed_6b]/cat_0";
 "178 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"179 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "180 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"180 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
+"179 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "180 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"180 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
 "181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0" -> "182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0";
 "182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0" -> "184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "183 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
+"184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
 "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0" -> "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "188 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
+"189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
 "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0" -> "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 Inception3/InceptionC[Mixed_6b]/cat_0";
 "193 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "198 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "203 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "208 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "217 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "217 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 Inception3/InceptionC[Mixed_6b]/cat_0";
 "218 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0" -> "219 Inception3/InceptionC[Mixed_6b]/SymmetricQuantizer/symmetric_quantize_0";
 "219 Inception3/InceptionC[Mixed_6b]/SymmetricQuantizer/symmetric_quantize_0" -> "221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "220 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "222 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"222 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "223 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
+"221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "222 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"222 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "223 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
 "223 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0" -> "224 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "224 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 Inception3/InceptionC[Mixed_6b]/cat_0";
 "225 Inception3/InceptionC[Mixed_6b]/cat_0" -> "227 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -800,55 +800,55 @@ strict digraph  {
 "225 Inception3/InceptionC[Mixed_6b]/cat_0" -> "247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "225 Inception3/InceptionC[Mixed_6b]/cat_0" -> "271 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0";
 "226 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "227 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"227 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "228 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"228 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
+"227 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "228 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"228 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
 "229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0" -> "230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "278 Inception3/InceptionC[Mixed_6c]/cat_0";
 "231 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "232 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"232 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "233 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"233 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
+"232 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "233 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"233 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
 "234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0" -> "235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0";
 "235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0" -> "237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "236 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
+"237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
 "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0" -> "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "241 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
+"242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
 "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0" -> "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "278 Inception3/InceptionC[Mixed_6c]/cat_0";
 "246 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "251 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "256 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "261 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "270 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "270 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "278 Inception3/InceptionC[Mixed_6c]/cat_0";
 "271 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0" -> "272 Inception3/InceptionC[Mixed_6c]/AsymmetricQuantizer/asymmetric_quantize_0";
 "272 Inception3/InceptionC[Mixed_6c]/AsymmetricQuantizer/asymmetric_quantize_0" -> "274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "273 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "275 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"275 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "276 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
+"274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "275 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"275 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "276 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
 "276 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0" -> "277 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "277 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "278 Inception3/InceptionC[Mixed_6c]/cat_0";
 "278 Inception3/InceptionC[Mixed_6c]/cat_0" -> "280 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -856,55 +856,55 @@ strict digraph  {
 "278 Inception3/InceptionC[Mixed_6c]/cat_0" -> "300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "278 Inception3/InceptionC[Mixed_6c]/cat_0" -> "324 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0";
 "279 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "280 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"280 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "281 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"281 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
+"280 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "281 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"281 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
 "282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0" -> "283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "331 Inception3/InceptionC[Mixed_6d]/cat_0";
 "284 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "285 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"285 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "286 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"286 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
+"285 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "286 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"286 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
 "287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0" -> "288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0";
 "288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0" -> "290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "289 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
+"290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
 "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0" -> "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "294 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
+"295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
 "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0" -> "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "331 Inception3/InceptionC[Mixed_6d]/cat_0";
 "299 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "304 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "309 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "314 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "323 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "323 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "331 Inception3/InceptionC[Mixed_6d]/cat_0";
 "324 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0" -> "325 Inception3/InceptionC[Mixed_6d]/SymmetricQuantizer/symmetric_quantize_0";
 "325 Inception3/InceptionC[Mixed_6d]/SymmetricQuantizer/symmetric_quantize_0" -> "327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "326 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "328 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"328 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "329 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
+"327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "328 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"328 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "329 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
 "329 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0" -> "330 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "330 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "331 Inception3/InceptionC[Mixed_6d]/cat_0";
 "331 Inception3/InceptionC[Mixed_6d]/cat_0" -> "333 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -912,55 +912,55 @@ strict digraph  {
 "331 Inception3/InceptionC[Mixed_6d]/cat_0" -> "353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "331 Inception3/InceptionC[Mixed_6d]/cat_0" -> "377 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0";
 "332 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "333 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"333 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "334 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"334 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
+"333 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "334 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"334 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
 "335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0" -> "336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "384 Inception3/InceptionC[Mixed_6e]/cat_0";
 "337 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "338 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"338 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "339 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"339 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
+"338 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "339 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"339 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
 "340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0" -> "341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0";
 "341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0" -> "343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "342 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
+"343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
 "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0" -> "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "347 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
+"348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
 "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0" -> "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "384 Inception3/InceptionC[Mixed_6e]/cat_0";
 "352 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "384 Inception3/InceptionC[Mixed_6e]/cat_0";
 "377 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0" -> "378 Inception3/InceptionC[Mixed_6e]/SymmetricQuantizer/symmetric_quantize_0";
 "378 Inception3/InceptionC[Mixed_6e]/SymmetricQuantizer/symmetric_quantize_0" -> "380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "379 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
+"380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
 "382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0" -> "383 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "383 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "384 Inception3/InceptionC[Mixed_6e]/cat_0";
 "384 Inception3/InceptionC[Mixed_6e]/cat_0" -> "385 Inception3/InceptionAux[AuxLogits]/avg_pool2d_0";
@@ -978,33 +978,33 @@ strict digraph  {
 "393 Inception3/InceptionAux[AuxLogits]/flatten_0" -> "394 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0";
 "394 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0" -> "536 /nncf_model_output_1";
 "395 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "396 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"396 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "397 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"397 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
+"396 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "397 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"397 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
 "398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0" -> "399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "401 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0";
 "400 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "401 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0";
-"401 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "402 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"402 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
+"401 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "402 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"402 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
 "403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0" -> "404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "426 Inception3/InceptionD[Mixed_7a]/cat_0";
 "405 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0";
-"406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
+"406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
 "408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0" -> "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0";
 "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0";
-"411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
+"411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
 "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0" -> "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/SymmetricQuantizer/symmetric_quantize_0";
 "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/SymmetricQuantizer/symmetric_quantize_0" -> "416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0";
 "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0";
-"416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0";
-"417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0" -> "418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
+"416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
 "418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0" -> "419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/SymmetricQuantizer/symmetric_quantize_0";
 "419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/SymmetricQuantizer/symmetric_quantize_0" -> "421 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0";
 "420 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "421 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0";
-"421 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0";
-"422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" -> "423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
+"421 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
 "423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0" -> "424 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "424 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "426 Inception3/InceptionD[Mixed_7a]/cat_0";
 "425 Inception3/InceptionD[Mixed_7a]/max_pool2d_0" -> "426 Inception3/InceptionD[Mixed_7a]/cat_0";
@@ -1013,55 +1013,55 @@ strict digraph  {
 "426 Inception3/InceptionD[Mixed_7a]/cat_0" -> "449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "426 Inception3/InceptionD[Mixed_7a]/cat_0" -> "470 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0";
 "427 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "428 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"428 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "429 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"429 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
+"428 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "429 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"429 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
 "430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0" -> "431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "477 Inception3/InceptionE[Mixed_7b]/cat_2";
 "432 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "433 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"433 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "434 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"434 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
+"433 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "434 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"434 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
 "435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0" -> "436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
 "436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
 "437 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
-"438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
+"438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
 "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0" -> "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0";
 "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0" -> "447 Inception3/InceptionE[Mixed_7b]/cat_0";
 "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
-"443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
+"443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
 "445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" -> "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "447 Inception3/InceptionE[Mixed_7b]/cat_0";
 "447 Inception3/InceptionE[Mixed_7b]/cat_0" -> "477 Inception3/InceptionE[Mixed_7b]/cat_2";
 "448 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
 "458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
 "459 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
-"460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0";
 "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0" -> "469 Inception3/InceptionE[Mixed_7b]/cat_1";
 "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
-"465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "469 Inception3/InceptionE[Mixed_7b]/cat_1";
 "469 Inception3/InceptionE[Mixed_7b]/cat_1" -> "477 Inception3/InceptionE[Mixed_7b]/cat_2";
 "470 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0" -> "471 Inception3/InceptionE[Mixed_7b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "471 Inception3/InceptionE[Mixed_7b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "472 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
+"473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
 "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" -> "476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "477 Inception3/InceptionE[Mixed_7b]/cat_2";
 "477 Inception3/InceptionE[Mixed_7b]/cat_2" -> "479 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -1069,55 +1069,55 @@ strict digraph  {
 "477 Inception3/InceptionE[Mixed_7b]/cat_2" -> "500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "477 Inception3/InceptionE[Mixed_7b]/cat_2" -> "521 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0";
 "478 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "479 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"479 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
+"479 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
 "481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" -> "482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "528 Inception3/InceptionE[Mixed_7c]/cat_2";
 "483 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "484 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"484 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
+"484 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
 "486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" -> "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
 "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
 "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
-"489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
+"489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
 "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" -> "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0";
 "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0" -> "498 Inception3/InceptionE[Mixed_7c]/cat_0";
 "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
-"494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
+"494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
 "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" -> "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0";
 "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0" -> "498 Inception3/InceptionE[Mixed_7c]/cat_0";
 "498 Inception3/InceptionE[Mixed_7c]/cat_0" -> "528 Inception3/InceptionE[Mixed_7c]/cat_2";
 "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
 "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
 "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
-"511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0";
 "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0" -> "520 Inception3/InceptionE[Mixed_7c]/cat_1";
 "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
-"516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0";
 "519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0" -> "520 Inception3/InceptionE[Mixed_7c]/cat_1";
 "520 Inception3/InceptionE[Mixed_7c]/cat_1" -> "528 Inception3/InceptionE[Mixed_7c]/cat_2";
 "521 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0" -> "522 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0";
 "522 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0" -> "524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "523 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
+"524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
 "526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" -> "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0";
 "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" -> "528 Inception3/InceptionE[Mixed_7c]/cat_2";
 "528 Inception3/InceptionE[Mixed_7c]/cat_2" -> "529 Inception3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_liberal__ratio_1.5__with_ignored_scopes.dot b/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_liberal__ratio_1.5__with_ignored_scopes.dot
index ad138064c3a..a928627ed65 100644
--- a/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_liberal__ratio_1.5__with_ignored_scopes.dot
+++ b/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_liberal__ratio_1.5__with_ignored_scopes.dot
@@ -3,386 +3,386 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [color=red, id=1, label="AFQ_[B:4 M:S SGN:S PC:N]_#1_G0", style=filled, type=symmetric_quantize];
 "2 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=2, label="WFQ_[B:4 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=3, label="conv2d_k3x3_#3", style=filled, type=conv2d];
-"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" [id=5, label="relu__#5", style=filled, type=relu_];
 "6 Inception3/BasicConv2d[Conv2d_1a_3x3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=6, label="AFQ_[B:4 M:S SGN:U PC:N]_#6_G1", style=filled, type=symmetric_quantize];
 "7 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=7, label="conv2d_k3x3_#7", style=filled, type=conv2d];
-"8 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=8, label="batch_norm_#8", style=filled, type=batch_norm];
+"8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=8, label="batch_norm_#8", style=filled, type=batch_norm];
 "9 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" [id=9, label="relu__#9", style=filled, type=relu_];
 "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=10, label="AFQ_[B:4 M:S SGN:U PC:N]_#10_G2", style=filled, type=symmetric_quantize];
 "11 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=11, label="WFQ_[B:4 M:S SGN:S PC:Y]_#11_G2", style=filled, type=symmetric_quantize];
 "12 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/pad_0" [color=lightblue, id=12, label="pad_k3x3_PAD_#12", style=filled, type=pad];
 "13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=13, label="conv2d_k3x3_PAD_#13", style=filled, type=conv2d];
-"14 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
+"14 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
 "15 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" [id=15, label="relu__#15", style=filled, type=relu_];
 "16 Inception3/BasicConv2d[Conv2d_2b_3x3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=16, label="AFQ_[B:4 M:S SGN:U PC:N]_#16_G3", style=filled, type=symmetric_quantize];
 "17 Inception3/MaxPool2d[maxpool1]/max_pool2d_0" [id=17, label="max_pool2d_#17", style=filled, type=max_pool2d];
 "18 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=18, label="WFQ_[B:4 M:S SGN:S PC:Y]_#18_G3", style=filled, type=symmetric_quantize];
 "19 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=19, label="conv2d_k1x1_#19", style=filled, type=conv2d];
-"20 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" [id=20, label="batch_norm_#20", style=filled, type=batch_norm];
+"20 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=20, label="batch_norm_#20", style=filled, type=batch_norm];
 "21 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" [id=21, label="relu__#21", style=filled, type=relu_];
 "22 Inception3/BasicConv2d[Conv2d_3b_1x1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=22, label="AFQ_[B:4 M:S SGN:U PC:N]_#22_G4", style=filled, type=symmetric_quantize];
 "23 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=23, label="WFQ_[B:4 M:S SGN:S PC:Y]_#23_G4", style=filled, type=symmetric_quantize];
 "24 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=24, label="conv2d_k3x3_#24", style=filled, type=conv2d];
-"25 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=25, label="batch_norm_#25", style=filled, type=batch_norm];
+"25 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=25, label="batch_norm_#25", style=filled, type=batch_norm];
 "26 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" [id=26, label="relu__#26", style=filled, type=relu_];
 "27 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=27, label="AFQ_[B:8 M:A SGN:S PC:N]_#27_G56", style=filled, type=asymmetric_quantize];
 "28 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" [id=28, label="max_pool2d_#28", style=filled, type=max_pool2d];
 "29 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=29, label="WFQ_[B:4 M:S SGN:S PC:Y]_#29_G56", style=filled, type=symmetric_quantize];
 "30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=30, label="conv2d_k1x1_#30", style=filled, type=conv2d];
-"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=31, label="batch_norm_#31", style=filled, type=batch_norm];
+"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=31, label="batch_norm_#31", style=filled, type=batch_norm];
 "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" [id=32, label="relu__#32", style=filled, type=relu_];
 "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=33, label="AFQ_[B:8 M:A SGN:S PC:N]_#33_G61", style=filled, type=asymmetric_quantize];
 "34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=34, label="WFQ_[B:4 M:S SGN:S PC:Y]_#34_G56", style=filled, type=symmetric_quantize];
 "35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=35, label="conv2d_k1x1_#35", style=filled, type=conv2d];
-"36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" [id=36, label="batch_norm_#36", style=filled, type=batch_norm];
+"36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=36, label="batch_norm_#36", style=filled, type=batch_norm];
 "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" [id=37, label="relu__#37", style=filled, type=relu_];
 "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=38, label="AFQ_[B:4 M:S SGN:U PC:N]_#38_G5", style=filled, type=symmetric_quantize];
 "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=39, label="WFQ_[B:4 M:S SGN:S PC:Y]_#39_G5", style=filled, type=symmetric_quantize];
 "40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0" [color=lightblue, id=40, label="pad_k5x5_PAD_#40", style=filled, type=pad];
 "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=41, label="conv2d_k5x5_PAD_#41", style=filled, type=conv2d];
-"42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
+"42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
 "43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" [id=43, label="relu__#43", style=filled, type=relu_];
 "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=44, label="AFQ_[B:8 M:A SGN:S PC:N]_#44_G61", style=filled, type=asymmetric_quantize];
 "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=45, label="WFQ_[B:4 M:S SGN:S PC:Y]_#45_G56", style=filled, type=symmetric_quantize];
 "46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=46, label="conv2d_k1x1_#46", style=filled, type=conv2d];
-"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=47, label="batch_norm_#47", style=filled, type=batch_norm];
+"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=47, label="batch_norm_#47", style=filled, type=batch_norm];
 "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=48, label="relu__#48", style=filled, type=relu_];
 "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=49, label="AFQ_[B:4 M:S SGN:U PC:N]_#49_G6", style=filled, type=symmetric_quantize];
 "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=50, label="WFQ_[B:4 M:S SGN:S PC:Y]_#50_G6", style=filled, type=symmetric_quantize];
 "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" [color=lightblue, id=51, label="pad_k3x3_PAD_#51", style=filled, type=pad];
 "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=52, label="conv2d_k3x3_PAD_#52", style=filled, type=conv2d];
-"53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=53, label="batch_norm_#53", style=filled, type=batch_norm];
+"53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=53, label="batch_norm_#53", style=filled, type=batch_norm];
 "54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=54, label="relu__#54", style=filled, type=relu_];
 "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=55, label="AFQ_[B:4 M:S SGN:U PC:N]_#55_G7", style=filled, type=symmetric_quantize];
 "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=56, label="WFQ_[B:4 M:S SGN:S PC:Y]_#56_G7", style=filled, type=symmetric_quantize];
 "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0" [color=lightblue, id=57, label="pad_k3x3_PAD_#57", style=filled, type=pad];
 "58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=58, label="conv2d_k3x3_PAD_#58", style=filled, type=conv2d];
-"59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=59, label="batch_norm_#59", style=filled, type=batch_norm];
+"59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=59, label="batch_norm_#59", style=filled, type=batch_norm];
 "60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0" [id=60, label="relu__#60", style=filled, type=relu_];
 "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=61, label="AFQ_[B:8 M:A SGN:S PC:N]_#61_G61", style=filled, type=asymmetric_quantize];
 "62 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0" [id=62, label="avg_pool2d_#62", style=filled, type=avg_pool2d];
 "63 Inception3/InceptionA[Mixed_5b]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=63, label="AFQ_[B:4 M:S SGN:U PC:N]_#63_G8", style=filled, type=symmetric_quantize];
 "64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=64, label="WFQ_[B:4 M:S SGN:S PC:Y]_#64_G8", style=filled, type=symmetric_quantize];
 "65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=65, label="conv2d_k1x1_#65", style=filled, type=conv2d];
-"66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=66, label="batch_norm_#66", style=filled, type=batch_norm];
+"66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=66, label="batch_norm_#66", style=filled, type=batch_norm];
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 "386 Inception3/InceptionC[Mixed_6e]/cat_0" [id=386, label="cat_#386", style=filled, type=cat];
@@ -398,76 +398,76 @@ strict digraph  {
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@@ -475,50 +475,50 @@ strict digraph  {
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+"514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=514, label="batch_norm_#514", style=filled, type=batch_norm];
 "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=515, label="relu__#515", style=filled, type=relu_];
 "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=516, label="AFQ_[B:8 M:S SGN:U PC:Y]_#516_G66", style=filled, type=symmetric_quantize];
 "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=517, label="WFQ_[B:4 M:S SGN:S PC:Y]_#517_G60", style=filled, type=symmetric_quantize];
 "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=518, label="conv2d_k3x1_#518", style=filled, type=conv2d];
-"519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=519, label="batch_norm_#519", style=filled, type=batch_norm];
+"519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=519, label="batch_norm_#519", style=filled, type=batch_norm];
 "520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=520, label="relu__#520", style=filled, type=relu_];
 "521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=521, label="AFQ_[B:8 M:S SGN:U PC:Y]_#521_G66", style=filled, type=symmetric_quantize];
 "522 Inception3/InceptionE[Mixed_7c]/cat_1" [id=522, label="cat_#522", style=filled, type=cat];
@@ -526,7 +526,7 @@ strict digraph  {
 "524 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=524, label="AFQ_[B:4 M:S SGN:U PC:N]_#524_G54", style=filled, type=symmetric_quantize];
 "525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=525, label="WFQ_[B:4 M:S SGN:S PC:Y]_#525_G54", style=filled, type=symmetric_quantize];
 "526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=526, label="conv2d_k1x1_#526", style=filled, type=conv2d];
-"527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=527, label="batch_norm_#527", style=filled, type=batch_norm];
+"527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=527, label="batch_norm_#527", style=filled, type=batch_norm];
 "528 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" [id=528, label="relu__#528", style=filled, type=relu_];
 "529 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=529, label="AFQ_[B:8 M:S SGN:U PC:Y]_#529_G66", style=filled, type=symmetric_quantize];
 "530 Inception3/InceptionE[Mixed_7c]/cat_2" [id=530, label="cat_#530", style=filled, type=cat];
@@ -567,29 +567,29 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "2 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "4 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
+"3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "4 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
 "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" -> "6 Inception3/BasicConv2d[Conv2d_1a_3x3]/SymmetricQuantizer/symmetric_quantize_0";
 "6 Inception3/BasicConv2d[Conv2d_1a_3x3]/SymmetricQuantizer/symmetric_quantize_0" -> "7 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"7 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "8 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"8 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "9 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
+"7 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "9 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
 "9 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" -> "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/SymmetricQuantizer/symmetric_quantize_0";
 "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/SymmetricQuantizer/symmetric_quantize_0" -> "12 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/pad_0";
 "11 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0";
 "12 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/pad_0" -> "13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0";
-"13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "14 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"14 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "15 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
+"13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "14 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"14 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "15 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
 "15 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" -> "16 Inception3/BasicConv2d[Conv2d_2b_3x3]/SymmetricQuantizer/symmetric_quantize_0";
 "16 Inception3/BasicConv2d[Conv2d_2b_3x3]/SymmetricQuantizer/symmetric_quantize_0" -> "17 Inception3/MaxPool2d[maxpool1]/max_pool2d_0";
 "17 Inception3/MaxPool2d[maxpool1]/max_pool2d_0" -> "19 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
 "18 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "19 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
-"19 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "20 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0";
-"20 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" -> "21 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
+"19 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "20 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"20 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "21 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
 "21 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" -> "22 Inception3/BasicConv2d[Conv2d_3b_1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "22 Inception3/BasicConv2d[Conv2d_3b_1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "24 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "23 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "24 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"24 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "25 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"25 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "26 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
+"24 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "25 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"25 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "26 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
 "26 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" -> "27 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "27 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "28 Inception3/MaxPool2d[maxpool2]/max_pool2d_0";
 "28 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" -> "30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -597,43 +597,43 @@ strict digraph  {
 "28 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" -> "46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "28 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" -> "62 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0";
 "29 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
+"30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
 "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" -> "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "69 Inception3/InceptionA[Mixed_5b]/cat_0";
 "34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
+"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
 "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" -> "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0";
 "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0" -> "40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0";
 "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0" -> "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
+"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
 "43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" -> "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "69 Inception3/InceptionA[Mixed_5b]/cat_0";
 "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0";
 "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0" -> "58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "69 Inception3/InceptionA[Mixed_5b]/cat_0";
 "62 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0" -> "63 Inception3/InceptionA[Mixed_5b]/SymmetricQuantizer/symmetric_quantize_0";
 "63 Inception3/InceptionA[Mixed_5b]/SymmetricQuantizer/symmetric_quantize_0" -> "65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
+"65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
 "67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0" -> "68 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "68 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "69 Inception3/InceptionA[Mixed_5b]/cat_0";
 "69 Inception3/InceptionA[Mixed_5b]/cat_0" -> "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -641,43 +641,43 @@ strict digraph  {
 "69 Inception3/InceptionA[Mixed_5b]/cat_0" -> "87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "69 Inception3/InceptionA[Mixed_5b]/cat_0" -> "103 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0";
 "70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "72 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"72 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
+"71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "72 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"72 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
 "73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0" -> "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "110 Inception3/InceptionA[Mixed_5c]/cat_0";
 "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "76 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"76 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "77 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"77 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
+"76 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "77 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"77 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
 "78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0" -> "79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0";
 "79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0" -> "81 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0";
 "80 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "81 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0" -> "82 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"82 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
+"82 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
 "84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0" -> "85 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "85 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "110 Inception3/InceptionA[Mixed_5c]/cat_0";
 "86 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "91 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "96 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "96 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0";
 "97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0" -> "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "101 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "101 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "101 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "102 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "102 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "110 Inception3/InceptionA[Mixed_5c]/cat_0";
 "103 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0" -> "104 Inception3/InceptionA[Mixed_5c]/SymmetricQuantizer/symmetric_quantize_0";
 "104 Inception3/InceptionA[Mixed_5c]/SymmetricQuantizer/symmetric_quantize_0" -> "106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
+"106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
 "108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0" -> "109 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "109 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "110 Inception3/InceptionA[Mixed_5c]/cat_0";
 "110 Inception3/InceptionA[Mixed_5c]/cat_0" -> "112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -685,67 +685,67 @@ strict digraph  {
 "110 Inception3/InceptionA[Mixed_5c]/cat_0" -> "128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "110 Inception3/InceptionA[Mixed_5c]/cat_0" -> "144 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0";
 "111 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "113 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"113 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "114 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
+"112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "113 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"113 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "114 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
 "114 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0" -> "115 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "115 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "151 Inception3/InceptionA[Mixed_5d]/cat_0";
 "116 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "118 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"118 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "119 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
+"117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "118 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"118 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "119 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
 "119 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0" -> "120 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0";
 "120 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0" -> "122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0";
 "121 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/pad_0" -> "123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "124 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"124 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
+"123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "124 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"124 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
 "125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0" -> "126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "151 Inception3/InceptionA[Mixed_5d]/cat_0";
 "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "129 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"129 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "129 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"129 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0";
 "138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/pad_0" -> "140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "142 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "142 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "142 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "143 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "143 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "151 Inception3/InceptionA[Mixed_5d]/cat_0";
 "144 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0" -> "145 Inception3/InceptionA[Mixed_5d]/SymmetricQuantizer/symmetric_quantize_0";
 "145 Inception3/InceptionA[Mixed_5d]/SymmetricQuantizer/symmetric_quantize_0" -> "147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "148 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"148 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "149 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
+"147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "148 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"148 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "149 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
 "149 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0" -> "150 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "150 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "151 Inception3/InceptionA[Mixed_5d]/cat_0";
 "151 Inception3/InceptionA[Mixed_5d]/cat_0" -> "153 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
 "151 Inception3/InceptionA[Mixed_5d]/cat_0" -> "158 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "151 Inception3/InceptionA[Mixed_5d]/cat_0" -> "173 Inception3/InceptionB[Mixed_6a]/max_pool2d_0";
 "152 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "153 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
-"153 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0";
-"154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0" -> "155 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
+"153 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "155 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
 "155 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0" -> "156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "174 Inception3/InceptionB[Mixed_6a]/cat_0";
 "157 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "158 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"158 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "160 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"158 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "160 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "160 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "161 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "161 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "162 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "166 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "166 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "166 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "167 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "167 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "170 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"170 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "171 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "170 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"170 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "171 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "171 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "172 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "172 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "174 Inception3/InceptionB[Mixed_6a]/cat_0";
 "173 Inception3/InceptionB[Mixed_6a]/max_pool2d_0" -> "174 Inception3/InceptionB[Mixed_6a]/cat_0";
@@ -754,55 +754,55 @@ strict digraph  {
 "174 Inception3/InceptionB[Mixed_6a]/cat_0" -> "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "174 Inception3/InceptionB[Mixed_6a]/cat_0" -> "220 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0";
 "175 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "178 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
+"176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "178 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
 "178 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0" -> "179 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "179 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "227 Inception3/InceptionC[Mixed_6b]/cat_0";
 "180 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "183 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
+"181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "183 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
 "183 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0" -> "184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0";
 "184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0" -> "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "188 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
+"186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "188 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
 "188 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0" -> "189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "193 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
+"191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "193 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
 "193 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0" -> "194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "227 Inception3/InceptionC[Mixed_6b]/cat_0";
 "195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "198 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "198 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "198 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "203 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "203 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "203 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "208 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "208 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "208 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "217 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"217 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "218 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "217 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"217 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "218 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "218 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "219 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "219 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "227 Inception3/InceptionC[Mixed_6b]/cat_0";
 "220 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0" -> "221 Inception3/InceptionC[Mixed_6b]/SymmetricQuantizer/symmetric_quantize_0";
 "221 Inception3/InceptionC[Mixed_6b]/SymmetricQuantizer/symmetric_quantize_0" -> "223 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "222 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "223 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"223 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "224 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"224 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "225 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
+"223 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "224 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"224 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "225 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
 "225 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0" -> "226 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "226 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "227 Inception3/InceptionC[Mixed_6b]/cat_0";
 "227 Inception3/InceptionC[Mixed_6b]/cat_0" -> "229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -810,55 +810,55 @@ strict digraph  {
 "227 Inception3/InceptionC[Mixed_6b]/cat_0" -> "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "227 Inception3/InceptionC[Mixed_6b]/cat_0" -> "273 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0";
 "228 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "231 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
+"229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "231 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
 "231 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0" -> "232 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "232 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "280 Inception3/InceptionC[Mixed_6c]/cat_0";
 "233 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "236 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
+"234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "236 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
 "236 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0" -> "237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0";
 "237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0" -> "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "241 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
+"239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "241 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
 "241 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0" -> "242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "246 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
+"244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "246 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
 "246 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0" -> "247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "280 Inception3/InceptionC[Mixed_6c]/cat_0";
 "248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "251 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "251 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "251 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "256 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "256 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "256 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "261 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "261 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "261 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "270 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"270 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "271 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "270 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"270 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "271 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "271 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "272 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "272 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "280 Inception3/InceptionC[Mixed_6c]/cat_0";
 "273 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0" -> "274 Inception3/InceptionC[Mixed_6c]/SymmetricQuantizer/symmetric_quantize_0";
 "274 Inception3/InceptionC[Mixed_6c]/SymmetricQuantizer/symmetric_quantize_0" -> "276 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "275 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "276 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"276 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "277 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"277 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "278 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
+"276 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "277 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"277 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "278 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
 "278 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0" -> "279 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "279 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "280 Inception3/InceptionC[Mixed_6c]/cat_0";
 "280 Inception3/InceptionC[Mixed_6c]/cat_0" -> "282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -866,55 +866,55 @@ strict digraph  {
 "280 Inception3/InceptionC[Mixed_6c]/cat_0" -> "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "280 Inception3/InceptionC[Mixed_6c]/cat_0" -> "326 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0";
 "281 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "284 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
+"282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "284 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
 "284 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0" -> "285 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "285 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "333 Inception3/InceptionC[Mixed_6d]/cat_0";
 "286 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "289 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
+"287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "289 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
 "289 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0" -> "290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0";
 "290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0" -> "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "294 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
+"292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "294 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
 "294 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0" -> "295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "299 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
+"297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "299 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
 "299 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0" -> "300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "333 Inception3/InceptionC[Mixed_6d]/cat_0";
 "301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "304 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "304 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "304 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "309 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "309 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "309 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "314 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "314 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "314 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "323 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"323 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "324 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "323 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"323 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "324 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "324 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "325 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "325 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "333 Inception3/InceptionC[Mixed_6d]/cat_0";
 "326 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0" -> "327 Inception3/InceptionC[Mixed_6d]/SymmetricQuantizer/symmetric_quantize_0";
 "327 Inception3/InceptionC[Mixed_6d]/SymmetricQuantizer/symmetric_quantize_0" -> "329 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "328 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "329 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"329 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "330 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"330 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "331 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
+"329 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "330 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"330 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "331 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
 "331 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0" -> "332 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "332 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "333 Inception3/InceptionC[Mixed_6d]/cat_0";
 "333 Inception3/InceptionC[Mixed_6d]/cat_0" -> "335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -922,55 +922,55 @@ strict digraph  {
 "333 Inception3/InceptionC[Mixed_6d]/cat_0" -> "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "333 Inception3/InceptionC[Mixed_6d]/cat_0" -> "379 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0";
 "334 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "337 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
+"335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "337 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
 "337 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0" -> "338 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "338 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "386 Inception3/InceptionC[Mixed_6e]/cat_0";
 "339 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "342 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
+"340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "342 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
 "342 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0" -> "343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0";
 "343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0" -> "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "347 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
+"345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "347 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
 "347 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0" -> "348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "352 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
+"350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "352 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
 "352 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0" -> "353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "386 Inception3/InceptionC[Mixed_6e]/cat_0";
 "354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "377 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "377 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "377 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "378 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "378 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "386 Inception3/InceptionC[Mixed_6e]/cat_0";
 "379 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0" -> "380 Inception3/InceptionC[Mixed_6e]/SymmetricQuantizer/symmetric_quantize_0";
 "380 Inception3/InceptionC[Mixed_6e]/SymmetricQuantizer/symmetric_quantize_0" -> "382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "383 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"383 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "384 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
+"382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "383 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"383 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "384 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
 "384 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0" -> "385 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "385 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "386 Inception3/InceptionC[Mixed_6e]/cat_0";
 "386 Inception3/InceptionC[Mixed_6e]/cat_0" -> "387 Inception3/InceptionAux[AuxLogits]/avg_pool2d_0";
@@ -988,33 +988,33 @@ strict digraph  {
 "395 Inception3/InceptionAux[AuxLogits]/flatten_0" -> "396 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0";
 "396 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0" -> "538 /nncf_model_output_1";
 "397 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "400 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
+"398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "400 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
 "400 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0" -> "401 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "401 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0";
 "402 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0";
-"403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "405 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
+"403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "405 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
 "405 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0" -> "406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "428 Inception3/InceptionD[Mixed_7a]/cat_0";
 "407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0";
-"408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
+"408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
 "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0" -> "411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0";
 "412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0";
-"413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
+"413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
 "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0" -> "416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/SymmetricQuantizer/symmetric_quantize_0";
 "416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/SymmetricQuantizer/symmetric_quantize_0" -> "418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0";
 "417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0";
-"418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0";
-"419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0" -> "420 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
+"418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "420 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
 "420 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0" -> "421 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/SymmetricQuantizer/symmetric_quantize_0";
 "421 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/SymmetricQuantizer/symmetric_quantize_0" -> "423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0";
 "422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0";
-"423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "424 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0";
-"424 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" -> "425 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
+"423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "424 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"424 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "425 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
 "425 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0" -> "426 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "426 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "428 Inception3/InceptionD[Mixed_7a]/cat_0";
 "427 Inception3/InceptionD[Mixed_7a]/max_pool2d_0" -> "428 Inception3/InceptionD[Mixed_7a]/cat_0";
@@ -1023,55 +1023,55 @@ strict digraph  {
 "428 Inception3/InceptionD[Mixed_7a]/cat_0" -> "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "428 Inception3/InceptionD[Mixed_7a]/cat_0" -> "472 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0";
 "429 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "432 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
+"430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "432 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
 "432 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0" -> "433 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "433 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "479 Inception3/InceptionE[Mixed_7b]/cat_2";
 "434 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "437 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
+"435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "437 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
 "437 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0" -> "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
 "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
 "439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
-"440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
+"440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
 "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0" -> "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0";
 "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0" -> "449 Inception3/InceptionE[Mixed_7b]/cat_0";
 "444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
-"445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
+"445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
 "447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" -> "448 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "448 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "449 Inception3/InceptionE[Mixed_7b]/cat_0";
 "449 Inception3/InceptionE[Mixed_7b]/cat_0" -> "479 Inception3/InceptionE[Mixed_7b]/cat_2";
 "450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "459 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "459 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "459 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
 "460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
 "461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
-"462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0";
 "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0" -> "471 Inception3/InceptionE[Mixed_7b]/cat_1";
 "466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
-"467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "469 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "469 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "469 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "471 Inception3/InceptionE[Mixed_7b]/cat_1";
 "471 Inception3/InceptionE[Mixed_7b]/cat_1" -> "479 Inception3/InceptionE[Mixed_7b]/cat_2";
 "472 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0" -> "473 Inception3/InceptionE[Mixed_7b]/SymmetricQuantizer/symmetric_quantize_0";
 "473 Inception3/InceptionE[Mixed_7b]/SymmetricQuantizer/symmetric_quantize_0" -> "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "477 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
+"475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "477 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
 "477 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" -> "478 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "478 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "479 Inception3/InceptionE[Mixed_7b]/cat_2";
 "479 Inception3/InceptionE[Mixed_7b]/cat_2" -> "481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -1079,55 +1079,55 @@ strict digraph  {
 "479 Inception3/InceptionE[Mixed_7b]/cat_2" -> "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "479 Inception3/InceptionE[Mixed_7b]/cat_2" -> "523 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0";
 "480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "483 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
+"481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "483 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
 "483 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" -> "484 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "484 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "530 Inception3/InceptionE[Mixed_7c]/cat_2";
 "485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
+"486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
 "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" -> "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
 "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
 "490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
-"491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
+"491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
 "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" -> "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0";
 "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0" -> "500 Inception3/InceptionE[Mixed_7c]/cat_0";
 "495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
-"496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
+"496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
 "498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" -> "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0";
 "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0" -> "500 Inception3/InceptionE[Mixed_7c]/cat_0";
 "500 Inception3/InceptionE[Mixed_7c]/cat_0" -> "530 Inception3/InceptionE[Mixed_7c]/cat_2";
 "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0";
 "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/pad_0" -> "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
 "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
 "512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
-"513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0";
 "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0" -> "522 Inception3/InceptionE[Mixed_7c]/cat_1";
 "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
-"518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0";
 "521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0" -> "522 Inception3/InceptionE[Mixed_7c]/cat_1";
 "522 Inception3/InceptionE[Mixed_7c]/cat_1" -> "530 Inception3/InceptionE[Mixed_7c]/cat_2";
 "523 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0" -> "524 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0";
 "524 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0" -> "526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "528 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
+"526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "528 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
 "528 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" -> "529 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0";
 "529 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" -> "530 Inception3/InceptionE[Mixed_7c]/cat_2";
 "530 Inception3/InceptionE[Mixed_7c]/cat_2" -> "531 Inception3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_strict__ratio_1.dot b/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_strict__ratio_1.dot
index 945dc5152f0..cd435ce706c 100644
--- a/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_strict__ratio_1.dot
+++ b/tests/torch/data/reference_graphs/quantized/hawq/inception_v3_device_VPU__mode_strict__ratio_1.dot
@@ -3,376 +3,376 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=1, label="AFQ_[B:8 M:A SGN:S PC:N]_#1_G0", style=filled, type=asymmetric_quantize];
 "2 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=2, label="WFQ_[B:8 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=3, label="conv2d_k3x3_#3", style=filled, type=conv2d];
-"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" [id=5, label="relu__#5", style=filled, type=relu_];
 "6 Inception3/BasicConv2d[Conv2d_1a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=6, label="AFQ_[B:8 M:A SGN:S PC:N]_#6_G1", style=filled, type=asymmetric_quantize];
 "7 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=7, label="WFQ_[B:8 M:S SGN:S PC:Y]_#7_G1", style=filled, type=symmetric_quantize];
 "8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=8, label="conv2d_k3x3_#8", style=filled, type=conv2d];
-"9 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
+"9 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
 "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" [id=10, label="relu__#10", style=filled, type=relu_];
 "11 Inception3/BasicConv2d[Conv2d_2a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=11, label="AFQ_[B:8 M:A SGN:S PC:N]_#11_G2", style=filled, type=asymmetric_quantize];
 "12 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=12, label="WFQ_[B:8 M:S SGN:S PC:Y]_#12_G2", style=filled, type=symmetric_quantize];
 "13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=13, label="conv2d_k3x3_PAD_#13", style=filled, type=conv2d];
-"14 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
+"14 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
 "15 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" [id=15, label="relu__#15", style=filled, type=relu_];
 "16 Inception3/BasicConv2d[Conv2d_2b_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=16, label="AFQ_[B:8 M:A SGN:S PC:N]_#16_G3", style=filled, type=asymmetric_quantize];
 "17 Inception3/MaxPool2d[maxpool1]/max_pool2d_0" [id=17, label="max_pool2d_#17", style=filled, type=max_pool2d];
 "18 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=18, label="WFQ_[B:8 M:S SGN:S PC:Y]_#18_G3", style=filled, type=symmetric_quantize];
 "19 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=19, label="conv2d_k1x1_#19", style=filled, type=conv2d];
-"20 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" [id=20, label="batch_norm_#20", style=filled, type=batch_norm];
+"20 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=20, label="batch_norm_#20", style=filled, type=batch_norm];
 "21 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" [id=21, label="relu__#21", style=filled, type=relu_];
 "22 Inception3/BasicConv2d[Conv2d_3b_1x1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=22, label="AFQ_[B:8 M:A SGN:S PC:N]_#22_G4", style=filled, type=asymmetric_quantize];
 "23 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=23, label="WFQ_[B:8 M:S SGN:S PC:Y]_#23_G4", style=filled, type=symmetric_quantize];
 "24 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=24, label="conv2d_k3x3_#24", style=filled, type=conv2d];
-"25 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=25, label="batch_norm_#25", style=filled, type=batch_norm];
+"25 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=25, label="batch_norm_#25", style=filled, type=batch_norm];
 "26 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" [id=26, label="relu__#26", style=filled, type=relu_];
 "27 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=27, label="AFQ_[B:8 M:A SGN:S PC:N]_#27_G56", style=filled, type=asymmetric_quantize];
 "28 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" [id=28, label="max_pool2d_#28", style=filled, type=max_pool2d];
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-"366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" [id=366, label="batch_norm_#366", style=filled, type=batch_norm];
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 "369 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0" [id=369, label="avg_pool2d_#369", style=filled, type=avg_pool2d];
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 "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=372, label="conv2d_k1x1_#372", style=filled, type=conv2d];
-"373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=373, label="batch_norm_#373", style=filled, type=batch_norm];
+"373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=373, label="batch_norm_#373", style=filled, type=batch_norm];
 "374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0" [id=374, label="relu__#374", style=filled, type=relu_];
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 "376 Inception3/InceptionC[Mixed_6e]/cat_0" [id=376, label="cat_#376", style=filled, type=cat];
@@ -388,75 +388,75 @@ strict digraph  {
 "386 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0" [id=386, label="linear_#386", style=filled, type=linear];
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 "388 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=388, label="conv2d_k1x1_#388", style=filled, type=conv2d];
-"389 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=389, label="batch_norm_#389", style=filled, type=batch_norm];
+"389 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=389, label="batch_norm_#389", style=filled, type=batch_norm];
 "390 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0" [id=390, label="relu__#390", style=filled, type=relu_];
 "391 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=391, label="AFQ_[B:8 M:A SGN:S PC:N]_#391_G47", style=filled, type=asymmetric_quantize];
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 "393 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=393, label="conv2d_k3x3_#393", style=filled, type=conv2d];
-"394 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0" [id=394, label="batch_norm_#394", style=filled, type=batch_norm];
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 "395 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0" [id=395, label="relu__#395", style=filled, type=relu_];
 "396 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=396, label="AFQ_[B:8 M:A SGN:S PC:N]_#396_G69", style=filled, type=asymmetric_quantize];
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 "398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=398, label="conv2d_k1x1_#398", style=filled, type=conv2d];
-"399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=399, label="batch_norm_#399", style=filled, type=batch_norm];
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 "400 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0" [id=400, label="relu__#400", style=filled, type=relu_];
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-"404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0" [id=404, label="batch_norm_#404", style=filled, type=batch_norm];
+"404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=404, label="batch_norm_#404", style=filled, type=batch_norm];
 "405 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0" [id=405, label="relu__#405", style=filled, type=relu_];
 "406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=406, label="AFQ_[B:8 M:A SGN:S PC:N]_#406_G49", style=filled, type=asymmetric_quantize];
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-"409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0" [id=409, label="batch_norm_#409", style=filled, type=batch_norm];
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 "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0" [id=410, label="relu__#410", style=filled, type=relu_];
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 "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=413, label="conv2d_k3x3_#413", style=filled, type=conv2d];
-"414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" [id=414, label="batch_norm_#414", style=filled, type=batch_norm];
+"414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=414, label="batch_norm_#414", style=filled, type=batch_norm];
 "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0" [id=415, label="relu__#415", style=filled, type=relu_];
 "416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=416, label="AFQ_[B:8 M:A SGN:S PC:N]_#416_G69", style=filled, type=asymmetric_quantize];
 "417 Inception3/InceptionD[Mixed_7a]/max_pool2d_0" [id=417, label="max_pool2d_#417", style=filled, type=max_pool2d];
 "418 Inception3/InceptionD[Mixed_7a]/cat_0" [id=418, label="cat_#418", style=filled, type=cat];
 "419 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=419, label="WFQ_[B:8 M:S SGN:S PC:Y]_#419_G69", style=filled, type=symmetric_quantize];
 "420 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=420, label="conv2d_k1x1_#420", style=filled, type=conv2d];
-"421 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=421, label="batch_norm_#421", style=filled, type=batch_norm];
+"421 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=421, label="batch_norm_#421", style=filled, type=batch_norm];
 "422 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0" [id=422, label="relu__#422", style=filled, type=relu_];
 "423 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=423, label="AFQ_[B:8 M:A SGN:S PC:N]_#423_G67", style=filled, type=asymmetric_quantize];
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 "425 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=425, label="conv2d_k1x1_#425", style=filled, type=conv2d];
-"426 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=426, label="batch_norm_#426", style=filled, type=batch_norm];
+"426 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=426, label="batch_norm_#426", style=filled, type=batch_norm];
 "427 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0" [id=427, label="relu__#427", style=filled, type=relu_];
 "428 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=428, label="AFQ_[B:8 M:A SGN:S PC:N]_#428_G57", style=filled, type=asymmetric_quantize];
 "429 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=429, label="WFQ_[B:8 M:S SGN:S PC:Y]_#429_G57", style=filled, type=symmetric_quantize];
 "430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=430, label="conv2d_k1x3_#430", style=filled, type=conv2d];
-"431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" [id=431, label="batch_norm_#431", style=filled, type=batch_norm];
+"431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" [id=431, label="batch_norm_#431", style=filled, type=batch_norm];
 "432 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0" [id=432, label="relu__#432", style=filled, type=relu_];
 "433 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=433, label="AFQ_[B:8 M:A SGN:S PC:N]_#433_G67", style=filled, type=asymmetric_quantize];
 "434 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=434, label="WFQ_[B:8 M:S SGN:S PC:Y]_#434_G57", style=filled, type=symmetric_quantize];
 "435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=435, label="conv2d_k3x1_#435", style=filled, type=conv2d];
-"436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" [id=436, label="batch_norm_#436", style=filled, type=batch_norm];
+"436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" [id=436, label="batch_norm_#436", style=filled, type=batch_norm];
 "437 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" [id=437, label="relu__#437", style=filled, type=relu_];
 "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=438, label="AFQ_[B:8 M:A SGN:S PC:N]_#438_G67", style=filled, type=asymmetric_quantize];
 "439 Inception3/InceptionE[Mixed_7b]/cat_0" [id=439, label="cat_#439", style=filled, type=cat];
 "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=440, label="WFQ_[B:8 M:S SGN:S PC:Y]_#440_G69", style=filled, type=symmetric_quantize];
 "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=441, label="conv2d_k1x1_#441", style=filled, type=conv2d];
-"442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=442, label="batch_norm_#442", style=filled, type=batch_norm];
+"442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=442, label="batch_norm_#442", style=filled, type=batch_norm];
 "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=443, label="relu__#443", style=filled, type=relu_];
 "444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=444, label="AFQ_[B:8 M:A SGN:S PC:N]_#444_G51", style=filled, type=asymmetric_quantize];
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 "448 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=448, label="relu__#448", style=filled, type=relu_];
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 "453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=453, label="relu__#453", style=filled, type=relu_];
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 "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=456, label="conv2d_k3x1_#456", style=filled, type=conv2d];
-"457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=457, label="batch_norm_#457", style=filled, type=batch_norm];
+"457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=457, label="batch_norm_#457", style=filled, type=batch_norm];
 "458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=458, label="relu__#458", style=filled, type=relu_];
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 "460 Inception3/InceptionE[Mixed_7b]/cat_1" [id=460, label="cat_#460", style=filled, type=cat];
@@ -464,49 +464,49 @@ strict digraph  {
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 "468 Inception3/InceptionE[Mixed_7b]/cat_2" [id=468, label="cat_#468", style=filled, type=cat];
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 "474 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=474, label="WFQ_[B:8 M:S SGN:S PC:Y]_#474_G67", style=filled, type=symmetric_quantize];
 "475 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=475, label="conv2d_k1x1_#475", style=filled, type=conv2d];
-"476 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=476, label="batch_norm_#476", style=filled, type=batch_norm];
+"476 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=476, label="batch_norm_#476", style=filled, type=batch_norm];
 "477 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" [id=477, label="relu__#477", style=filled, type=relu_];
 "478 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=478, label="AFQ_[B:8 M:A SGN:S PC:N]_#478_G59", style=filled, type=asymmetric_quantize];
 "479 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=479, label="WFQ_[B:8 M:S SGN:S PC:Y]_#479_G59", style=filled, type=symmetric_quantize];
 "480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=480, label="conv2d_k1x3_#480", style=filled, type=conv2d];
-"481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" [id=481, label="batch_norm_#481", style=filled, type=batch_norm];
+"481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" [id=481, label="batch_norm_#481", style=filled, type=batch_norm];
 "482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" [id=482, label="relu__#482", style=filled, type=relu_];
 "483 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=483, label="AFQ_[B:8 M:S SGN:U PC:Y]_#483_G66", style=filled, type=symmetric_quantize];
 "484 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=484, label="WFQ_[B:8 M:S SGN:S PC:Y]_#484_G59", style=filled, type=symmetric_quantize];
 "485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=485, label="conv2d_k3x1_#485", style=filled, type=conv2d];
-"486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" [id=486, label="batch_norm_#486", style=filled, type=batch_norm];
+"486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" [id=486, label="batch_norm_#486", style=filled, type=batch_norm];
 "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" [id=487, label="relu__#487", style=filled, type=relu_];
 "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=488, label="AFQ_[B:8 M:S SGN:U PC:Y]_#488_G66", style=filled, type=symmetric_quantize];
 "489 Inception3/InceptionE[Mixed_7c]/cat_0" [id=489, label="cat_#489", style=filled, type=cat];
 "490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=490, label="WFQ_[B:8 M:S SGN:S PC:Y]_#490_G67", style=filled, type=symmetric_quantize];
 "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=491, label="conv2d_k1x1_#491", style=filled, type=conv2d];
-"492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=492, label="batch_norm_#492", style=filled, type=batch_norm];
+"492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=492, label="batch_norm_#492", style=filled, type=batch_norm];
 "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=493, label="relu__#493", style=filled, type=relu_];
 "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=494, label="AFQ_[B:8 M:A SGN:S PC:N]_#494_G53", style=filled, type=asymmetric_quantize];
 "495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=495, label="WFQ_[B:8 M:S SGN:S PC:Y]_#495_G53", style=filled, type=symmetric_quantize];
 "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=496, label="conv2d_k3x3_PAD_#496", style=filled, type=conv2d];
-"497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=497, label="batch_norm_#497", style=filled, type=batch_norm];
+"497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=497, label="batch_norm_#497", style=filled, type=batch_norm];
 "498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=498, label="relu__#498", style=filled, type=relu_];
 "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=499, label="AFQ_[B:8 M:A SGN:S PC:N]_#499_G60", style=filled, type=asymmetric_quantize];
 "500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=500, label="WFQ_[B:8 M:S SGN:S PC:Y]_#500_G60", style=filled, type=symmetric_quantize];
 "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=501, label="conv2d_k1x3_#501", style=filled, type=conv2d];
-"502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=502, label="batch_norm_#502", style=filled, type=batch_norm];
+"502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=502, label="batch_norm_#502", style=filled, type=batch_norm];
 "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=503, label="relu__#503", style=filled, type=relu_];
 "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=504, label="AFQ_[B:8 M:S SGN:U PC:Y]_#504_G66", style=filled, type=symmetric_quantize];
 "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=505, label="WFQ_[B:8 M:S SGN:S PC:Y]_#505_G60", style=filled, type=symmetric_quantize];
 "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=506, label="conv2d_k3x1_#506", style=filled, type=conv2d];
-"507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=507, label="batch_norm_#507", style=filled, type=batch_norm];
+"507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=507, label="batch_norm_#507", style=filled, type=batch_norm];
 "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=508, label="relu__#508", style=filled, type=relu_];
 "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=509, label="AFQ_[B:8 M:S SGN:U PC:Y]_#509_G66", style=filled, type=symmetric_quantize];
 "510 Inception3/InceptionE[Mixed_7c]/cat_1" [id=510, label="cat_#510", style=filled, type=cat];
@@ -514,7 +514,7 @@ strict digraph  {
 "512 Inception3/InceptionE[Mixed_7c]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=512, label="AFQ_[B:8 M:A SGN:S PC:N]_#512_G54", style=filled, type=asymmetric_quantize];
 "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=513, label="WFQ_[B:8 M:S SGN:S PC:Y]_#513_G54", style=filled, type=symmetric_quantize];
 "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [color=lightblue, id=514, label="conv2d_k1x1_#514", style=filled, type=conv2d];
-"515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=515, label="batch_norm_#515", style=filled, type=batch_norm];
+"515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=515, label="batch_norm_#515", style=filled, type=batch_norm];
 "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" [id=516, label="relu__#516", style=filled, type=relu_];
 "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=517, label="AFQ_[B:8 M:S SGN:U PC:Y]_#517_G66", style=filled, type=symmetric_quantize];
 "518 Inception3/InceptionE[Mixed_7c]/cat_2" [id=518, label="cat_#518", style=filled, type=cat];
@@ -529,29 +529,29 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "2 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "4 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
+"3 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "4 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"4 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
 "5 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" -> "6 Inception3/BasicConv2d[Conv2d_1a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 Inception3/BasicConv2d[Conv2d_1a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "7 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "9 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"9 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
+"8 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "9 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"9 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
 "10 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" -> "11 Inception3/BasicConv2d[Conv2d_2a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "11 Inception3/BasicConv2d[Conv2d_2a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0";
 "12 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0";
-"13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "14 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"14 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "15 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
+"13 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "14 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"14 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "15 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
 "15 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" -> "16 Inception3/BasicConv2d[Conv2d_2b_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "16 Inception3/BasicConv2d[Conv2d_2b_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "17 Inception3/MaxPool2d[maxpool1]/max_pool2d_0";
 "17 Inception3/MaxPool2d[maxpool1]/max_pool2d_0" -> "19 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
 "18 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "19 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
-"19 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "20 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0";
-"20 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" -> "21 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
+"19 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "20 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"20 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "21 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
 "21 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" -> "22 Inception3/BasicConv2d[Conv2d_3b_1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "22 Inception3/BasicConv2d[Conv2d_3b_1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "24 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "23 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "24 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"24 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "25 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"25 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "26 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
+"24 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "25 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"25 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "26 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
 "26 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" -> "27 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "27 Inception3/BasicConv2d[Conv2d_4a_3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "28 Inception3/MaxPool2d[maxpool2]/max_pool2d_0";
 "28 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" -> "30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -559,40 +559,40 @@ strict digraph  {
 "28 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" -> "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "28 Inception3/MaxPool2d[maxpool2]/max_pool2d_0" -> "59 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0";
 "29 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
+"30 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
 "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" -> "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "66 Inception3/InceptionA[Mixed_5b]/cat_0";
 "34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
+"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
 "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" -> "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
+"40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
 "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" -> "43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "66 Inception3/InceptionA[Mixed_5b]/cat_0";
 "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "66 Inception3/InceptionA[Mixed_5b]/cat_0";
 "59 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0" -> "60 Inception3/InceptionA[Mixed_5b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "60 Inception3/InceptionA[Mixed_5b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "62 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "62 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"62 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "63 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"63 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
+"62 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "63 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"63 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
 "64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0" -> "65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "66 Inception3/InceptionA[Mixed_5b]/cat_0";
 "66 Inception3/InceptionA[Mixed_5b]/cat_0" -> "68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -600,40 +600,40 @@ strict digraph  {
 "66 Inception3/InceptionA[Mixed_5b]/cat_0" -> "83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "66 Inception3/InceptionA[Mixed_5b]/cat_0" -> "97 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0";
 "67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
+"68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
 "70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0" -> "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "104 Inception3/InceptionA[Mixed_5c]/cat_0";
 "72 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
+"73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
 "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0" -> "76 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "76 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "77 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "80 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
+"78 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"79 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "80 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
 "80 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0" -> "81 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "81 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "104 Inception3/InceptionA[Mixed_5c]/cat_0";
 "82 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "85 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"83 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"84 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "85 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "85 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "86 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "86 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "91 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "91 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "96 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "96 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "104 Inception3/InceptionA[Mixed_5c]/cat_0";
 "97 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0" -> "98 Inception3/InceptionA[Mixed_5c]/AsymmetricQuantizer/asymmetric_quantize_0";
 "98 Inception3/InceptionA[Mixed_5c]/AsymmetricQuantizer/asymmetric_quantize_0" -> "100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "101 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"101 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "102 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
+"100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "101 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"101 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "102 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
 "102 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0" -> "103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "104 Inception3/InceptionA[Mixed_5c]/cat_0";
 "104 Inception3/InceptionA[Mixed_5c]/cat_0" -> "106 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -641,63 +641,63 @@ strict digraph  {
 "104 Inception3/InceptionA[Mixed_5c]/cat_0" -> "121 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "104 Inception3/InceptionA[Mixed_5c]/cat_0" -> "135 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0";
 "105 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "106 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"106 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "107 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"107 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "108 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
+"106 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "107 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"107 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "108 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
 "108 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0" -> "109 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "109 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "142 Inception3/InceptionA[Mixed_5d]/cat_0";
 "110 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "111 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"111 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "113 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
+"111 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"112 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "113 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
 "113 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0" -> "114 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "114 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "116 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "115 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "116 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"116 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "118 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
+"116 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"117 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "118 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
 "118 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0" -> "119 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "119 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "142 Inception3/InceptionA[Mixed_5d]/cat_0";
 "120 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "121 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"121 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"121 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"122 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "123 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "124 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "124 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "129 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "129 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "142 Inception3/InceptionA[Mixed_5d]/cat_0";
 "135 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0" -> "136 Inception3/InceptionA[Mixed_5d]/AsymmetricQuantizer/asymmetric_quantize_0";
 "136 Inception3/InceptionA[Mixed_5d]/AsymmetricQuantizer/asymmetric_quantize_0" -> "138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
+"138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
 "140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0" -> "141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "142 Inception3/InceptionA[Mixed_5d]/cat_0";
 "142 Inception3/InceptionA[Mixed_5d]/cat_0" -> "144 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
 "142 Inception3/InceptionA[Mixed_5d]/cat_0" -> "149 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "142 Inception3/InceptionA[Mixed_5d]/cat_0" -> "163 Inception3/InceptionB[Mixed_6a]/max_pool2d_0";
 "143 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "144 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
-"144 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "145 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0";
-"145 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0" -> "146 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
+"144 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "145 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"145 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "146 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
 "146 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0" -> "147 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "147 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "164 Inception3/InceptionB[Mixed_6a]/cat_0";
 "148 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "149 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"149 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "150 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"150 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "151 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"149 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "150 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"150 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "151 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "151 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "152 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "152 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "153 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "155 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"155 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"154 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "155 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"155 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "156 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "157 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "157 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "158 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "160 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"160 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "161 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"159 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "160 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"160 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "161 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "161 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "162 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "162 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "164 Inception3/InceptionB[Mixed_6a]/cat_0";
 "163 Inception3/InceptionB[Mixed_6a]/max_pool2d_0" -> "164 Inception3/InceptionB[Mixed_6a]/cat_0";
@@ -706,55 +706,55 @@ strict digraph  {
 "164 Inception3/InceptionB[Mixed_6a]/cat_0" -> "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "164 Inception3/InceptionB[Mixed_6a]/cat_0" -> "210 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0";
 "165 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "166 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"166 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "167 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"167 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "168 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
+"166 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "167 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"167 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "168 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
 "168 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0" -> "169 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "169 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "217 Inception3/InceptionC[Mixed_6b]/cat_0";
 "170 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "171 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"171 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "172 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"172 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "173 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
+"171 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "172 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"172 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "173 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
 "173 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0" -> "174 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "174 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "175 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "178 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
+"176 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"177 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "178 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
 "178 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0" -> "179 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "179 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "180 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "183 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
+"181 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"182 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "183 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
 "183 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0" -> "184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "217 Inception3/InceptionC[Mixed_6b]/cat_0";
 "185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "188 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "188 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "188 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "193 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "193 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "193 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "198 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "198 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "198 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "203 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "203 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "203 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "208 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "208 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "208 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "217 Inception3/InceptionC[Mixed_6b]/cat_0";
 "210 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0" -> "211 Inception3/InceptionC[Mixed_6b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "211 Inception3/InceptionC[Mixed_6b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
+"213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
 "215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0" -> "216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "217 Inception3/InceptionC[Mixed_6b]/cat_0";
 "217 Inception3/InceptionC[Mixed_6b]/cat_0" -> "219 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -762,55 +762,55 @@ strict digraph  {
 "217 Inception3/InceptionC[Mixed_6b]/cat_0" -> "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "217 Inception3/InceptionC[Mixed_6b]/cat_0" -> "263 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0";
 "218 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "219 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"219 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "220 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"220 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "221 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
+"219 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "220 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"220 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "221 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
 "221 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0" -> "222 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "222 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "270 Inception3/InceptionC[Mixed_6c]/cat_0";
 "223 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "224 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"224 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "225 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"225 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "226 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
+"224 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "225 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"225 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "226 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
 "226 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0" -> "227 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "227 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "228 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "231 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
+"229 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"230 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "231 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
 "231 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0" -> "232 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "232 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "233 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "236 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
+"234 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"235 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "236 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
 "236 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0" -> "237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "270 Inception3/InceptionC[Mixed_6c]/cat_0";
 "238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "241 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "241 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "241 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "246 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "246 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "246 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "251 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "251 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "251 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "256 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "256 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "256 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "261 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "261 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "261 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "270 Inception3/InceptionC[Mixed_6c]/cat_0";
 "263 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0" -> "264 Inception3/InceptionC[Mixed_6c]/AsymmetricQuantizer/asymmetric_quantize_0";
 "264 Inception3/InceptionC[Mixed_6c]/AsymmetricQuantizer/asymmetric_quantize_0" -> "266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
+"266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
 "268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0" -> "269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "270 Inception3/InceptionC[Mixed_6c]/cat_0";
 "270 Inception3/InceptionC[Mixed_6c]/cat_0" -> "272 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -818,55 +818,55 @@ strict digraph  {
 "270 Inception3/InceptionC[Mixed_6c]/cat_0" -> "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "270 Inception3/InceptionC[Mixed_6c]/cat_0" -> "316 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0";
 "271 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "272 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"272 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "273 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"273 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "274 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
+"272 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "273 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"273 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "274 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
 "274 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0" -> "275 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "275 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "323 Inception3/InceptionC[Mixed_6d]/cat_0";
 "276 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "277 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"277 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "278 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"278 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "279 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
+"277 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "278 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"278 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "279 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
 "279 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0" -> "280 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "280 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "281 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "284 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
+"282 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"283 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "284 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
 "284 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0" -> "285 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "285 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "286 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "289 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
+"287 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"288 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "289 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
 "289 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0" -> "290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "323 Inception3/InceptionC[Mixed_6d]/cat_0";
 "291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "294 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "294 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "294 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "299 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "299 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "299 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "304 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "304 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "304 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "309 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "309 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "309 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "314 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "314 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "314 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "323 Inception3/InceptionC[Mixed_6d]/cat_0";
 "316 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0" -> "317 Inception3/InceptionC[Mixed_6d]/AsymmetricQuantizer/asymmetric_quantize_0";
 "317 Inception3/InceptionC[Mixed_6d]/AsymmetricQuantizer/asymmetric_quantize_0" -> "319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
+"319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
 "321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0" -> "322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "323 Inception3/InceptionC[Mixed_6d]/cat_0";
 "323 Inception3/InceptionC[Mixed_6d]/cat_0" -> "325 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -874,55 +874,55 @@ strict digraph  {
 "323 Inception3/InceptionC[Mixed_6d]/cat_0" -> "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "323 Inception3/InceptionC[Mixed_6d]/cat_0" -> "369 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0";
 "324 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "325 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"325 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "326 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"326 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "327 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
+"325 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "326 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"326 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "327 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
 "327 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0" -> "328 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "328 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "376 Inception3/InceptionC[Mixed_6e]/cat_0";
 "329 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "330 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"330 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "331 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"331 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "332 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
+"330 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "331 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"331 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "332 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
 "332 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0" -> "333 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "333 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "334 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "337 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
+"335 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"336 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "337 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
 "337 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0" -> "338 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "338 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "339 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "342 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
+"340 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"341 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "342 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
 "342 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0" -> "343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "376 Inception3/InceptionC[Mixed_6e]/cat_0";
 "344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "347 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "347 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "347 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "352 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "352 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "352 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "376 Inception3/InceptionC[Mixed_6e]/cat_0";
 "369 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0" -> "370 Inception3/InceptionC[Mixed_6e]/AsymmetricQuantizer/asymmetric_quantize_0";
 "370 Inception3/InceptionC[Mixed_6e]/AsymmetricQuantizer/asymmetric_quantize_0" -> "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
+"372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
 "374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0" -> "375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "376 Inception3/InceptionC[Mixed_6e]/cat_0";
 "376 Inception3/InceptionC[Mixed_6e]/cat_0" -> "377 Inception3/InceptionAux[AuxLogits]/avg_pool2d_0";
@@ -940,33 +940,33 @@ strict digraph  {
 "385 Inception3/InceptionAux[AuxLogits]/flatten_0" -> "386 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0";
 "386 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0" -> "526 /nncf_model_output_1";
 "387 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "388 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"388 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "389 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"389 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "390 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
+"388 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "389 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"389 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "390 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
 "390 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0" -> "391 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "391 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "393 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0";
 "392 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "393 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0";
-"393 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "394 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"394 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "395 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
+"393 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "394 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"394 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "395 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
 "395 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0" -> "396 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "396 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "418 Inception3/InceptionD[Mixed_7a]/cat_0";
 "397 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0";
-"398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "400 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
+"398 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"399 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "400 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
 "400 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0" -> "401 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "401 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0";
 "402 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0";
-"403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "405 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
+"403 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"404 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "405 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
 "405 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0" -> "406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0";
 "407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0";
-"408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0";
-"409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0" -> "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
+"408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
 "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0" -> "411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0";
 "412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0";
-"413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0";
-"414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" -> "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
+"413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
 "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0" -> "416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/AsymmetricQuantizer/asymmetric_quantize_0";
 "416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/AsymmetricQuantizer/asymmetric_quantize_0" -> "418 Inception3/InceptionD[Mixed_7a]/cat_0";
 "417 Inception3/InceptionD[Mixed_7a]/max_pool2d_0" -> "418 Inception3/InceptionD[Mixed_7a]/cat_0";
@@ -975,54 +975,54 @@ strict digraph  {
 "418 Inception3/InceptionD[Mixed_7a]/cat_0" -> "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "418 Inception3/InceptionD[Mixed_7a]/cat_0" -> "461 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0";
 "419 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "420 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"420 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "421 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"421 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "422 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
+"420 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "421 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"421 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "422 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
 "422 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0" -> "423 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "423 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "468 Inception3/InceptionE[Mixed_7b]/cat_2";
 "424 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "425 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"425 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "426 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"426 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "427 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
+"425 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "426 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"426 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "427 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
 "427 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0" -> "428 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "428 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
 "428 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
 "429 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
-"430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "432 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
+"430 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"431 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "432 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
 "432 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0" -> "433 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0";
 "433 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/AsymmetricQuantizer/asymmetric_quantize_0" -> "439 Inception3/InceptionE[Mixed_7b]/cat_0";
 "434 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
-"435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "437 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
+"435 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"436 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "437 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
 "437 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" -> "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "439 Inception3/InceptionE[Mixed_7b]/cat_0";
 "439 Inception3/InceptionE[Mixed_7b]/cat_0" -> "468 Inception3/InceptionE[Mixed_7b]/cat_2";
 "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "448 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "448 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "448 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
 "449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
 "450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
-"451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0";
 "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/AsymmetricQuantizer/asymmetric_quantize_0" -> "460 Inception3/InceptionE[Mixed_7b]/cat_1";
 "455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
-"456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "458 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "459 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "459 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "460 Inception3/InceptionE[Mixed_7b]/cat_1";
 "460 Inception3/InceptionE[Mixed_7b]/cat_1" -> "468 Inception3/InceptionE[Mixed_7b]/cat_2";
 "461 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0" -> "462 Inception3/InceptionE[Mixed_7b]/AsymmetricQuantizer/asymmetric_quantize_0";
 "462 Inception3/InceptionE[Mixed_7b]/AsymmetricQuantizer/asymmetric_quantize_0" -> "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
+"464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
 "466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" -> "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0";
 "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/AsymmetricQuantizer/asymmetric_quantize_0" -> "468 Inception3/InceptionE[Mixed_7b]/cat_2";
 "468 Inception3/InceptionE[Mixed_7b]/cat_2" -> "470 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -1030,54 +1030,54 @@ strict digraph  {
 "468 Inception3/InceptionE[Mixed_7b]/cat_2" -> "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "468 Inception3/InceptionE[Mixed_7b]/cat_2" -> "511 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0";
 "469 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "470 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"470 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "471 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"471 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "472 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
+"470 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "471 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"471 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "472 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
 "472 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" -> "473 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "473 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "518 Inception3/InceptionE[Mixed_7c]/cat_2";
 "474 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "475 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"475 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "476 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"476 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "477 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
+"475 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "476 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"476 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "477 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
 "477 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" -> "478 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "478 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
 "478 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
 "479 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
-"480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
+"480 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"481 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
 "482 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" -> "483 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0";
 "483 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0" -> "489 Inception3/InceptionE[Mixed_7c]/cat_0";
 "484 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
-"485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
+"485 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"486 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
 "487 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" -> "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0";
 "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0" -> "489 Inception3/InceptionE[Mixed_7c]/cat_0";
 "489 Inception3/InceptionE[Mixed_7c]/cat_0" -> "518 Inception3/InceptionE[Mixed_7c]/cat_2";
 "490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0";
 "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/AsymmetricQuantizer/asymmetric_quantize_0" -> "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
 "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
 "500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
-"501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0";
 "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0" -> "510 Inception3/InceptionE[Mixed_7c]/cat_1";
 "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
-"506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "508 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0";
 "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0" -> "510 Inception3/InceptionE[Mixed_7c]/cat_1";
 "510 Inception3/InceptionE[Mixed_7c]/cat_1" -> "518 Inception3/InceptionE[Mixed_7c]/cat_2";
 "511 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0" -> "512 Inception3/InceptionE[Mixed_7c]/AsymmetricQuantizer/asymmetric_quantize_0";
 "512 Inception3/InceptionE[Mixed_7c]/AsymmetricQuantizer/asymmetric_quantize_0" -> "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
+"514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
 "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" -> "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0";
 "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" -> "518 Inception3/InceptionE[Mixed_7c]/cat_2";
 "518 Inception3/InceptionE[Mixed_7c]/cat_2" -> "519 Inception3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_.dot b/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_.dot
index 2136188982b..a0c87bcd096 100644
--- a/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_.dot
+++ b/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_.dot
@@ -3,270 +3,270 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [color=green, id=1, label="AFQ_[B:8 M:S SGN:S PC:N]_#1_G0", style=filled, type=symmetric_quantize];
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=2, label="WFQ_[B:8 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=3, label="conv2d_k3x3_PAD_#3", style=filled, type=conv2d];
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=5, label="hardtanh_#5", style=filled, type=hardtanh];
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=6, label="AFQ_[B:8 M:S SGN:U PC:Y]_#6_G1", style=filled, type=symmetric_quantize];
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 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=235, label="WFQ_[B:8 M:S SGN:S PC:Y]_#235_G36", style=filled, type=symmetric_quantize];
 "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=236, label="DW_Conv2d_k3x3_PAD_#236", style=filled, type=conv2d];
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=237, label="batch_norm_#237", style=filled, type=batch_norm];
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=237, label="batch_norm_#237", style=filled, type=batch_norm];
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=238, label="hardtanh_#238", style=filled, type=hardtanh];
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=239, label="AFQ_[B:8 M:S SGN:U PC:N]_#239_G37", style=filled, type=symmetric_quantize];
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=240, label="WFQ_[B:8 M:S SGN:S PC:Y]_#240_G37", style=filled, type=symmetric_quantize];
 "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=241, label="conv2d_k1x1_#241", style=filled, type=conv2d];
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=242, label="batch_norm_#242", style=filled, type=batch_norm];
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=243, label="AFQ_[B:8 M:S SGN:S PC:N]_#243_G53", style=filled, type=symmetric_quantize];
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=242, label="batch_norm_#242", style=filled, type=batch_norm];
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=243, label="AFQ_[B:8 M:S SGN:S PC:N]_#243_G53", style=filled, type=symmetric_quantize];
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" [id=244, label="__add___#244", style=filled, type=__add__];
 "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=245, label="AFQ_[B:8 M:S SGN:S PC:N]_#245_G38", style=filled, type=symmetric_quantize];
 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=246, label="WFQ_[B:8 M:S SGN:S PC:Y]_#246_G38", style=filled, type=symmetric_quantize];
 "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=247, label="conv2d_k1x1_#247", style=filled, type=conv2d];
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=248, label="batch_norm_#248", style=filled, type=batch_norm];
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=248, label="batch_norm_#248", style=filled, type=batch_norm];
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=249, label="hardtanh_#249", style=filled, type=hardtanh];
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=250, label="AFQ_[B:8 M:S SGN:U PC:Y]_#250_G39", style=filled, type=symmetric_quantize];
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=251, label="WFQ_[B:8 M:S SGN:S PC:Y]_#251_G39", style=filled, type=symmetric_quantize];
 "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=252, label="DW_Conv2d_k3x3_PAD_#252", style=filled, type=conv2d];
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=253, label="batch_norm_#253", style=filled, type=batch_norm];
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=253, label="batch_norm_#253", style=filled, type=batch_norm];
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=254, label="hardtanh_#254", style=filled, type=hardtanh];
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=255, label="AFQ_[B:8 M:S SGN:U PC:N]_#255_G40", style=filled, type=symmetric_quantize];
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=256, label="WFQ_[B:8 M:S SGN:S PC:Y]_#256_G40", style=filled, type=symmetric_quantize];
 "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=257, label="conv2d_k1x1_#257", style=filled, type=conv2d];
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=258, label="batch_norm_#258", style=filled, type=batch_norm];
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=259, label="AFQ_[B:8 M:S SGN:S PC:N]_#259_G41", style=filled, type=symmetric_quantize];
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=258, label="batch_norm_#258", style=filled, type=batch_norm];
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=259, label="AFQ_[B:8 M:S SGN:S PC:N]_#259_G41", style=filled, type=symmetric_quantize];
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=260, label="WFQ_[B:8 M:S SGN:S PC:Y]_#260_G41", style=filled, type=symmetric_quantize];
 "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=261, label="conv2d_k1x1_#261", style=filled, type=conv2d];
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" [id=263, label="hardtanh_#263", style=filled, type=hardtanh];
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=264, label="AFQ_[B:8 M:S SGN:U PC:N]_#264_G42", style=filled, type=symmetric_quantize];
 "265 MobileNetV2/adaptive_avg_pool2d_0" [id=265, label="adaptive_avg_pool2d_#265", style=filled, type=adaptive_avg_pool2d];
 "266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=266, label="AFQ_[B:8 M:S SGN:U PC:N]_#266_G43", style=filled, type=symmetric_quantize];
-"267 MobileNetV2/flatten_0" [id=267, label="flatten_#267", style=filled, type=flatten];
+"267 MobileNetV2/reshape_0" [id=267, label="reshape_#267", style=filled, type=reshape];
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" [id=268, label="dropout_#268", style=filled, type=dropout];
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=269, label="WFQ_[B:8 M:S SGN:S PC:Y]_#269_G43", style=filled, type=symmetric_quantize];
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" [id=270, label="linear_#270", style=filled, type=linear];
@@ -274,281 +274,281 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
-"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0";
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0";
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0";
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0";
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/SymmetricQuantizer/symmetric_quantize_0";
 "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/SymmetricQuantizer/symmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "46 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "51 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "56 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "60 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "65 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "70 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "76 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "81 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "86 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
+"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/SymmetricQuantizer/symmetric_quantize_0";
 "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/SymmetricQuantizer/symmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "92 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "97 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "102 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "106 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "111 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "116 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "122 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "127 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "132 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
+"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "138 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "143 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "148 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
+"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0" -> "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0";
 "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "154 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "159 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "164 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "168 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "173 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "178 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0" -> "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/SymmetricQuantizer/symmetric_quantize_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/SymmetricQuantizer/symmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/SymmetricQuantizer/symmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "184 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "189 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "194 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
+"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0" -> "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0";
 "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "200 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "205 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "210 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "214 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "219 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "224 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" -> "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "230 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
+"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" -> "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0";
 "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
+"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
-"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0";
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
+"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0";
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" -> "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "265 MobileNetV2/adaptive_avg_pool2d_0";
 "265 MobileNetV2/adaptive_avg_pool2d_0" -> "266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0";
-"266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "267 MobileNetV2/flatten_0";
-"267 MobileNetV2/flatten_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
+"266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "267 MobileNetV2/reshape_0";
+"267 MobileNetV2/reshape_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" -> "271 /nncf_model_output_0";
diff --git a/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_device_CPU.dot b/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_device_CPU.dot
index 2136188982b..a0c87bcd096 100644
--- a/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_device_CPU.dot
+++ b/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_device_CPU.dot
@@ -3,270 +3,270 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [color=green, id=1, label="AFQ_[B:8 M:S SGN:S PC:N]_#1_G0", style=filled, type=symmetric_quantize];
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=2, label="WFQ_[B:8 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=3, label="conv2d_k3x3_PAD_#3", style=filled, type=conv2d];
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=5, label="hardtanh_#5", style=filled, type=hardtanh];
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=6, label="AFQ_[B:8 M:S SGN:U PC:Y]_#6_G1", style=filled, type=symmetric_quantize];
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=7, label="WFQ_[B:8 M:S SGN:S PC:Y]_#7_G1", style=filled, type=symmetric_quantize];
 "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=purple, id=8, label="DW_Conv2d_k3x3_PAD_#8", style=filled, type=conv2d];
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=10, label="hardtanh_#10", style=filled, type=hardtanh];
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=11, label="AFQ_[B:8 M:S SGN:U PC:N]_#11_G2", style=filled, type=symmetric_quantize];
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=12, label="WFQ_[B:8 M:S SGN:S PC:Y]_#12_G2", style=filled, type=symmetric_quantize];
 "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" [color=lightblue, id=13, label="conv2d_k1x1_#13", style=filled, type=conv2d];
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=15, label="AFQ_[B:8 M:S SGN:S PC:N]_#15_G3", style=filled, type=symmetric_quantize];
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=15, label="AFQ_[B:8 M:S SGN:S PC:N]_#15_G3", style=filled, type=symmetric_quantize];
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=16, label="WFQ_[B:8 M:S SGN:S PC:Y]_#16_G3", style=filled, type=symmetric_quantize];
 "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=17, label="conv2d_k1x1_#17", style=filled, type=conv2d];
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=18, label="batch_norm_#18", style=filled, type=batch_norm];
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=18, label="batch_norm_#18", style=filled, type=batch_norm];
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=19, label="hardtanh_#19", style=filled, type=hardtanh];
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=20, label="AFQ_[B:8 M:S SGN:U PC:Y]_#20_G4", style=filled, type=symmetric_quantize];
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=21, label="WFQ_[B:8 M:S SGN:S PC:Y]_#21_G4", style=filled, type=symmetric_quantize];
 "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=22, label="DW_Conv2d_k3x3_PAD_#22", style=filled, type=conv2d];
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=23, label="batch_norm_#23", style=filled, type=batch_norm];
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=23, label="batch_norm_#23", style=filled, type=batch_norm];
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=24, label="hardtanh_#24", style=filled, type=hardtanh];
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=25, label="AFQ_[B:8 M:S SGN:U PC:N]_#25_G5", style=filled, type=symmetric_quantize];
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=26, label="WFQ_[B:8 M:S SGN:S PC:Y]_#26_G5", style=filled, type=symmetric_quantize];
 "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=27, label="conv2d_k1x1_#27", style=filled, type=conv2d];
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=28, label="batch_norm_#28", style=filled, type=batch_norm];
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=29, label="AFQ_[B:8 M:S SGN:S PC:N]_#29_G44", style=filled, type=symmetric_quantize];
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=28, label="batch_norm_#28", style=filled, type=batch_norm];
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=29, label="AFQ_[B:8 M:S SGN:S PC:N]_#29_G44", style=filled, type=symmetric_quantize];
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=30, label="WFQ_[B:8 M:S SGN:S PC:Y]_#30_G44", style=filled, type=symmetric_quantize];
 "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=31, label="conv2d_k1x1_#31", style=filled, type=conv2d];
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=33, label="hardtanh_#33", style=filled, type=hardtanh];
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=34, label="AFQ_[B:8 M:S SGN:U PC:Y]_#34_G6", style=filled, type=symmetric_quantize];
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=35, label="WFQ_[B:8 M:S SGN:S PC:Y]_#35_G6", style=filled, type=symmetric_quantize];
 "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=36, label="DW_Conv2d_k3x3_PAD_#36", style=filled, type=conv2d];
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=38, label="hardtanh_#38", style=filled, type=hardtanh];
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=39, label="AFQ_[B:8 M:S SGN:U PC:N]_#39_G7", style=filled, type=symmetric_quantize];
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=40, label="WFQ_[B:8 M:S SGN:S PC:Y]_#40_G7", style=filled, type=symmetric_quantize];
 "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=41, label="conv2d_k1x1_#41", style=filled, type=conv2d];
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=43, label="AFQ_[B:8 M:S SGN:S PC:N]_#43_G44", style=filled, type=symmetric_quantize];
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=43, label="AFQ_[B:8 M:S SGN:S PC:N]_#43_G44", style=filled, type=symmetric_quantize];
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" [id=44, label="__add___#44", style=filled, type=__add__];
 "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=45, label="AFQ_[B:8 M:S SGN:S PC:N]_#45_G8", style=filled, type=symmetric_quantize];
 "46 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=46, label="WFQ_[B:8 M:S SGN:S PC:Y]_#46_G8", style=filled, type=symmetric_quantize];
 "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=47, label="conv2d_k1x1_#47", style=filled, type=conv2d];
-"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=48, label="batch_norm_#48", style=filled, type=batch_norm];
+"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=48, label="batch_norm_#48", style=filled, type=batch_norm];
 "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=49, label="hardtanh_#49", style=filled, type=hardtanh];
 "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=50, label="AFQ_[B:8 M:S SGN:U PC:Y]_#50_G9", style=filled, type=symmetric_quantize];
 "51 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=51, label="WFQ_[B:8 M:S SGN:S PC:Y]_#51_G9", style=filled, type=symmetric_quantize];
 "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=52, label="DW_Conv2d_k3x3_PAD_#52", style=filled, type=conv2d];
-"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=53, label="batch_norm_#53", style=filled, type=batch_norm];
+"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=53, label="batch_norm_#53", style=filled, type=batch_norm];
 "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=54, label="hardtanh_#54", style=filled, type=hardtanh];
 "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=55, label="AFQ_[B:8 M:S SGN:U PC:N]_#55_G10", style=filled, type=symmetric_quantize];
 "56 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=56, label="WFQ_[B:8 M:S SGN:S PC:Y]_#56_G10", style=filled, type=symmetric_quantize];
 "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=57, label="conv2d_k1x1_#57", style=filled, type=conv2d];
-"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=58, label="batch_norm_#58", style=filled, type=batch_norm];
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=59, label="AFQ_[B:8 M:S SGN:S PC:N]_#59_G45", style=filled, type=symmetric_quantize];
+"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=58, label="batch_norm_#58", style=filled, type=batch_norm];
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=59, label="AFQ_[B:8 M:S SGN:S PC:N]_#59_G45", style=filled, type=symmetric_quantize];
 "60 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=60, label="WFQ_[B:8 M:S SGN:S PC:Y]_#60_G45", style=filled, type=symmetric_quantize];
 "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=61, label="conv2d_k1x1_#61", style=filled, type=conv2d];
-"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=62, label="batch_norm_#62", style=filled, type=batch_norm];
+"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=62, label="batch_norm_#62", style=filled, type=batch_norm];
 "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=63, label="hardtanh_#63", style=filled, type=hardtanh];
 "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=64, label="AFQ_[B:8 M:S SGN:U PC:Y]_#64_G11", style=filled, type=symmetric_quantize];
 "65 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=65, label="WFQ_[B:8 M:S SGN:S PC:Y]_#65_G11", style=filled, type=symmetric_quantize];
 "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=66, label="DW_Conv2d_k3x3_PAD_#66", style=filled, type=conv2d];
-"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=67, label="batch_norm_#67", style=filled, type=batch_norm];
+"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=67, label="batch_norm_#67", style=filled, type=batch_norm];
 "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=68, label="hardtanh_#68", style=filled, type=hardtanh];
 "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=69, label="AFQ_[B:8 M:S SGN:U PC:N]_#69_G12", style=filled, type=symmetric_quantize];
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 "224 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=224, label="WFQ_[B:8 M:S SGN:S PC:Y]_#224_G35", style=filled, type=symmetric_quantize];
 "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=225, label="conv2d_k1x1_#225", style=filled, type=conv2d];
-"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=226, label="batch_norm_#226", style=filled, type=batch_norm];
-"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=227, label="AFQ_[B:8 M:S SGN:S PC:N]_#227_G52", style=filled, type=symmetric_quantize];
+"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=226, label="batch_norm_#226", style=filled, type=batch_norm];
+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=227, label="AFQ_[B:8 M:S SGN:S PC:N]_#227_G52", style=filled, type=symmetric_quantize];
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" [id=228, label="__add___#228", style=filled, type=__add__];
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=229, label="AFQ_[B:8 M:S SGN:S PC:N]_#229_G53", style=filled, type=symmetric_quantize];
 "230 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=230, label="WFQ_[B:8 M:S SGN:S PC:Y]_#230_G53", style=filled, type=symmetric_quantize];
 "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=231, label="conv2d_k1x1_#231", style=filled, type=conv2d];
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=232, label="batch_norm_#232", style=filled, type=batch_norm];
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=232, label="batch_norm_#232", style=filled, type=batch_norm];
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=233, label="hardtanh_#233", style=filled, type=hardtanh];
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=234, label="AFQ_[B:8 M:S SGN:U PC:Y]_#234_G36", style=filled, type=symmetric_quantize];
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=235, label="WFQ_[B:8 M:S SGN:S PC:Y]_#235_G36", style=filled, type=symmetric_quantize];
 "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=236, label="DW_Conv2d_k3x3_PAD_#236", style=filled, type=conv2d];
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=237, label="batch_norm_#237", style=filled, type=batch_norm];
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=237, label="batch_norm_#237", style=filled, type=batch_norm];
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=238, label="hardtanh_#238", style=filled, type=hardtanh];
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=239, label="AFQ_[B:8 M:S SGN:U PC:N]_#239_G37", style=filled, type=symmetric_quantize];
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=240, label="WFQ_[B:8 M:S SGN:S PC:Y]_#240_G37", style=filled, type=symmetric_quantize];
 "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=241, label="conv2d_k1x1_#241", style=filled, type=conv2d];
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=242, label="batch_norm_#242", style=filled, type=batch_norm];
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=243, label="AFQ_[B:8 M:S SGN:S PC:N]_#243_G53", style=filled, type=symmetric_quantize];
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=242, label="batch_norm_#242", style=filled, type=batch_norm];
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=243, label="AFQ_[B:8 M:S SGN:S PC:N]_#243_G53", style=filled, type=symmetric_quantize];
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" [id=244, label="__add___#244", style=filled, type=__add__];
 "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=245, label="AFQ_[B:8 M:S SGN:S PC:N]_#245_G38", style=filled, type=symmetric_quantize];
 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=246, label="WFQ_[B:8 M:S SGN:S PC:Y]_#246_G38", style=filled, type=symmetric_quantize];
 "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=247, label="conv2d_k1x1_#247", style=filled, type=conv2d];
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=248, label="batch_norm_#248", style=filled, type=batch_norm];
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=248, label="batch_norm_#248", style=filled, type=batch_norm];
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=249, label="hardtanh_#249", style=filled, type=hardtanh];
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=250, label="AFQ_[B:8 M:S SGN:U PC:Y]_#250_G39", style=filled, type=symmetric_quantize];
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=251, label="WFQ_[B:8 M:S SGN:S PC:Y]_#251_G39", style=filled, type=symmetric_quantize];
 "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=252, label="DW_Conv2d_k3x3_PAD_#252", style=filled, type=conv2d];
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=253, label="batch_norm_#253", style=filled, type=batch_norm];
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=253, label="batch_norm_#253", style=filled, type=batch_norm];
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=254, label="hardtanh_#254", style=filled, type=hardtanh];
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=255, label="AFQ_[B:8 M:S SGN:U PC:N]_#255_G40", style=filled, type=symmetric_quantize];
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=256, label="WFQ_[B:8 M:S SGN:S PC:Y]_#256_G40", style=filled, type=symmetric_quantize];
 "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=257, label="conv2d_k1x1_#257", style=filled, type=conv2d];
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=258, label="batch_norm_#258", style=filled, type=batch_norm];
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=259, label="AFQ_[B:8 M:S SGN:S PC:N]_#259_G41", style=filled, type=symmetric_quantize];
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=258, label="batch_norm_#258", style=filled, type=batch_norm];
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=259, label="AFQ_[B:8 M:S SGN:S PC:N]_#259_G41", style=filled, type=symmetric_quantize];
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=260, label="WFQ_[B:8 M:S SGN:S PC:Y]_#260_G41", style=filled, type=symmetric_quantize];
 "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=261, label="conv2d_k1x1_#261", style=filled, type=conv2d];
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" [id=263, label="hardtanh_#263", style=filled, type=hardtanh];
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=264, label="AFQ_[B:8 M:S SGN:U PC:N]_#264_G42", style=filled, type=symmetric_quantize];
 "265 MobileNetV2/adaptive_avg_pool2d_0" [id=265, label="adaptive_avg_pool2d_#265", style=filled, type=adaptive_avg_pool2d];
 "266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=266, label="AFQ_[B:8 M:S SGN:U PC:N]_#266_G43", style=filled, type=symmetric_quantize];
-"267 MobileNetV2/flatten_0" [id=267, label="flatten_#267", style=filled, type=flatten];
+"267 MobileNetV2/reshape_0" [id=267, label="reshape_#267", style=filled, type=reshape];
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" [id=268, label="dropout_#268", style=filled, type=dropout];
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=269, label="WFQ_[B:8 M:S SGN:S PC:Y]_#269_G43", style=filled, type=symmetric_quantize];
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" [id=270, label="linear_#270", style=filled, type=linear];
@@ -274,281 +274,281 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
-"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0";
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0";
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0";
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0";
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/SymmetricQuantizer/symmetric_quantize_0";
 "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/SymmetricQuantizer/symmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "46 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "51 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "56 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "60 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "65 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "70 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "76 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "81 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "86 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
+"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/SymmetricQuantizer/symmetric_quantize_0";
 "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/SymmetricQuantizer/symmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "92 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "97 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "102 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "106 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "111 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "116 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "122 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "127 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "132 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
+"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "138 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "143 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "148 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
+"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0" -> "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0";
 "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "154 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "159 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "164 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "168 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "173 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "178 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0" -> "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/SymmetricQuantizer/symmetric_quantize_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/SymmetricQuantizer/symmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/SymmetricQuantizer/symmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "184 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "189 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "194 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
+"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0" -> "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0";
 "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "200 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "205 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "210 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "214 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "219 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "224 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" -> "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "230 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
+"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" -> "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0";
 "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
+"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
-"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0";
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
+"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0";
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" -> "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "265 MobileNetV2/adaptive_avg_pool2d_0";
 "265 MobileNetV2/adaptive_avg_pool2d_0" -> "266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0";
-"266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "267 MobileNetV2/flatten_0";
-"267 MobileNetV2/flatten_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
+"266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "267 MobileNetV2/reshape_0";
+"267 MobileNetV2/reshape_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" -> "271 /nncf_model_output_0";
diff --git a/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_device_VPU__mode_liberal__ratio_1.5.dot b/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_device_VPU__mode_liberal__ratio_1.5.dot
index cf96db5d165..6f5af5b47cf 100644
--- a/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_device_VPU__mode_liberal__ratio_1.5.dot
+++ b/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_device_VPU__mode_liberal__ratio_1.5.dot
@@ -3,270 +3,270 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [color=red, id=1, label="AFQ_[B:4 M:S SGN:S PC:N]_#1_G0", style=filled, type=symmetric_quantize];
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=2, label="WFQ_[B:4 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=3, label="conv2d_k3x3_PAD_#3", style=filled, type=conv2d];
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=5, label="hardtanh_#5", style=filled, type=hardtanh];
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=6, label="AFQ_[B:8 M:S SGN:U PC:Y]_#6_G1", style=filled, type=symmetric_quantize];
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=7, label="WFQ_[B:4 M:S SGN:S PC:Y]_#7_G1", style=filled, type=symmetric_quantize];
 "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=purple, id=8, label="DW_Conv2d_k3x3_PAD_#8", style=filled, type=conv2d];
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=10, label="hardtanh_#10", style=filled, type=hardtanh];
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=11, label="AFQ_[B:4 M:S SGN:U PC:N]_#11_G2", style=filled, type=symmetric_quantize];
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=12, label="WFQ_[B:4 M:S SGN:S PC:Y]_#12_G2", style=filled, type=symmetric_quantize];
 "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" [color=lightblue, id=13, label="conv2d_k1x1_#13", style=filled, type=conv2d];
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=15, label="AFQ_[B:4 M:S SGN:S PC:N]_#15_G3", style=filled, type=symmetric_quantize];
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=15, label="AFQ_[B:4 M:S SGN:S PC:N]_#15_G3", style=filled, type=symmetric_quantize];
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=16, label="WFQ_[B:4 M:S SGN:S PC:Y]_#16_G3", style=filled, type=symmetric_quantize];
 "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=17, label="conv2d_k1x1_#17", style=filled, type=conv2d];
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=18, label="batch_norm_#18", style=filled, type=batch_norm];
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=18, label="batch_norm_#18", style=filled, type=batch_norm];
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=19, label="hardtanh_#19", style=filled, type=hardtanh];
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=20, label="AFQ_[B:8 M:S SGN:U PC:Y]_#20_G4", style=filled, type=symmetric_quantize];
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=21, label="WFQ_[B:4 M:S SGN:S PC:Y]_#21_G4", style=filled, type=symmetric_quantize];
 "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=22, label="DW_Conv2d_k3x3_PAD_#22", style=filled, type=conv2d];
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=23, label="batch_norm_#23", style=filled, type=batch_norm];
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=23, label="batch_norm_#23", style=filled, type=batch_norm];
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=24, label="hardtanh_#24", style=filled, type=hardtanh];
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=25, label="AFQ_[B:4 M:S SGN:U PC:N]_#25_G5", style=filled, type=symmetric_quantize];
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=26, label="WFQ_[B:4 M:S SGN:S PC:Y]_#26_G5", style=filled, type=symmetric_quantize];
 "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=27, label="conv2d_k1x1_#27", style=filled, type=conv2d];
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=28, label="batch_norm_#28", style=filled, type=batch_norm];
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=29, label="AFQ_[B:4 M:S SGN:S PC:N]_#29_G44", style=filled, type=symmetric_quantize];
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=28, label="batch_norm_#28", style=filled, type=batch_norm];
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=29, label="AFQ_[B:4 M:S SGN:S PC:N]_#29_G44", style=filled, type=symmetric_quantize];
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=30, label="WFQ_[B:4 M:S SGN:S PC:Y]_#30_G44", style=filled, type=symmetric_quantize];
 "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=31, label="conv2d_k1x1_#31", style=filled, type=conv2d];
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=33, label="hardtanh_#33", style=filled, type=hardtanh];
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=34, label="AFQ_[B:8 M:S SGN:U PC:Y]_#34_G6", style=filled, type=symmetric_quantize];
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=35, label="WFQ_[B:4 M:S SGN:S PC:Y]_#35_G6", style=filled, type=symmetric_quantize];
 "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=36, label="DW_Conv2d_k3x3_PAD_#36", style=filled, type=conv2d];
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=38, label="hardtanh_#38", style=filled, type=hardtanh];
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=39, label="AFQ_[B:4 M:S SGN:U PC:N]_#39_G7", style=filled, type=symmetric_quantize];
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=40, label="WFQ_[B:4 M:S SGN:S PC:Y]_#40_G7", style=filled, type=symmetric_quantize];
 "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=41, label="conv2d_k1x1_#41", style=filled, type=conv2d];
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=43, label="AFQ_[B:4 M:S SGN:S PC:N]_#43_G44", style=filled, type=symmetric_quantize];
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=43, label="AFQ_[B:4 M:S SGN:S PC:N]_#43_G44", style=filled, type=symmetric_quantize];
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" [id=44, label="__add___#44", style=filled, type=__add__];
 "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=45, label="AFQ_[B:4 M:S SGN:S PC:N]_#45_G8", style=filled, type=symmetric_quantize];
 "46 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=46, label="WFQ_[B:4 M:S SGN:S PC:Y]_#46_G8", style=filled, type=symmetric_quantize];
 "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=47, label="conv2d_k1x1_#47", style=filled, type=conv2d];
-"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=48, label="batch_norm_#48", style=filled, type=batch_norm];
+"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=48, label="batch_norm_#48", style=filled, type=batch_norm];
 "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=49, label="hardtanh_#49", style=filled, type=hardtanh];
 "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=50, label="AFQ_[B:8 M:S SGN:U PC:Y]_#50_G9", style=filled, type=symmetric_quantize];
 "51 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=51, label="WFQ_[B:4 M:S SGN:S PC:Y]_#51_G9", style=filled, type=symmetric_quantize];
 "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=52, label="DW_Conv2d_k3x3_PAD_#52", style=filled, type=conv2d];
-"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=53, label="batch_norm_#53", style=filled, type=batch_norm];
+"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=53, label="batch_norm_#53", style=filled, type=batch_norm];
 "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=54, label="hardtanh_#54", style=filled, type=hardtanh];
 "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=55, label="AFQ_[B:4 M:S SGN:U PC:N]_#55_G10", style=filled, type=symmetric_quantize];
 "56 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=56, label="WFQ_[B:4 M:S SGN:S PC:Y]_#56_G10", style=filled, type=symmetric_quantize];
 "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=57, label="conv2d_k1x1_#57", style=filled, type=conv2d];
-"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=58, label="batch_norm_#58", style=filled, type=batch_norm];
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=59, label="AFQ_[B:4 M:S SGN:S PC:N]_#59_G45", style=filled, type=symmetric_quantize];
+"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=58, label="batch_norm_#58", style=filled, type=batch_norm];
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 "214 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=214, label="WFQ_[B:4 M:S SGN:S PC:Y]_#214_G52", style=filled, type=symmetric_quantize];
 "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=215, label="conv2d_k1x1_#215", style=filled, type=conv2d];
-"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=216, label="batch_norm_#216", style=filled, type=batch_norm];
+"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=216, label="batch_norm_#216", style=filled, type=batch_norm];
 "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=217, label="hardtanh_#217", style=filled, type=hardtanh];
 "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=218, label="AFQ_[B:8 M:S SGN:U PC:Y]_#218_G34", style=filled, type=symmetric_quantize];
 "219 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=219, label="WFQ_[B:4 M:S SGN:S PC:Y]_#219_G34", style=filled, type=symmetric_quantize];
 "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=220, label="DW_Conv2d_k3x3_PAD_#220", style=filled, type=conv2d];
-"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=221, label="batch_norm_#221", style=filled, type=batch_norm];
+"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=221, label="batch_norm_#221", style=filled, type=batch_norm];
 "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=222, label="hardtanh_#222", style=filled, type=hardtanh];
 "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=223, label="AFQ_[B:4 M:S SGN:U PC:N]_#223_G35", style=filled, type=symmetric_quantize];
 "224 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=224, label="WFQ_[B:4 M:S SGN:S PC:Y]_#224_G35", style=filled, type=symmetric_quantize];
 "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=225, label="conv2d_k1x1_#225", style=filled, type=conv2d];
-"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=226, label="batch_norm_#226", style=filled, type=batch_norm];
-"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=227, label="AFQ_[B:4 M:S SGN:S PC:N]_#227_G52", style=filled, type=symmetric_quantize];
+"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=226, label="batch_norm_#226", style=filled, type=batch_norm];
+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=227, label="AFQ_[B:4 M:S SGN:S PC:N]_#227_G52", style=filled, type=symmetric_quantize];
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" [id=228, label="__add___#228", style=filled, type=__add__];
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=229, label="AFQ_[B:4 M:S SGN:S PC:N]_#229_G53", style=filled, type=symmetric_quantize];
 "230 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=230, label="WFQ_[B:4 M:S SGN:S PC:Y]_#230_G53", style=filled, type=symmetric_quantize];
 "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=231, label="conv2d_k1x1_#231", style=filled, type=conv2d];
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=232, label="batch_norm_#232", style=filled, type=batch_norm];
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=232, label="batch_norm_#232", style=filled, type=batch_norm];
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=233, label="hardtanh_#233", style=filled, type=hardtanh];
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=234, label="AFQ_[B:8 M:S SGN:U PC:Y]_#234_G36", style=filled, type=symmetric_quantize];
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=235, label="WFQ_[B:4 M:S SGN:S PC:Y]_#235_G36", style=filled, type=symmetric_quantize];
 "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=236, label="DW_Conv2d_k3x3_PAD_#236", style=filled, type=conv2d];
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=237, label="batch_norm_#237", style=filled, type=batch_norm];
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=237, label="batch_norm_#237", style=filled, type=batch_norm];
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=238, label="hardtanh_#238", style=filled, type=hardtanh];
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=239, label="AFQ_[B:4 M:S SGN:U PC:N]_#239_G37", style=filled, type=symmetric_quantize];
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=240, label="WFQ_[B:4 M:S SGN:S PC:Y]_#240_G37", style=filled, type=symmetric_quantize];
 "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=241, label="conv2d_k1x1_#241", style=filled, type=conv2d];
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=242, label="batch_norm_#242", style=filled, type=batch_norm];
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=243, label="AFQ_[B:4 M:S SGN:S PC:N]_#243_G53", style=filled, type=symmetric_quantize];
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=242, label="batch_norm_#242", style=filled, type=batch_norm];
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=243, label="AFQ_[B:4 M:S SGN:S PC:N]_#243_G53", style=filled, type=symmetric_quantize];
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" [id=244, label="__add___#244", style=filled, type=__add__];
 "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=245, label="AFQ_[B:4 M:S SGN:S PC:N]_#245_G38", style=filled, type=symmetric_quantize];
 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=246, label="WFQ_[B:4 M:S SGN:S PC:Y]_#246_G38", style=filled, type=symmetric_quantize];
 "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=247, label="conv2d_k1x1_#247", style=filled, type=conv2d];
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=248, label="batch_norm_#248", style=filled, type=batch_norm];
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=248, label="batch_norm_#248", style=filled, type=batch_norm];
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=249, label="hardtanh_#249", style=filled, type=hardtanh];
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=250, label="AFQ_[B:8 M:S SGN:U PC:Y]_#250_G39", style=filled, type=symmetric_quantize];
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=251, label="WFQ_[B:4 M:S SGN:S PC:Y]_#251_G39", style=filled, type=symmetric_quantize];
 "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=252, label="DW_Conv2d_k3x3_PAD_#252", style=filled, type=conv2d];
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=253, label="batch_norm_#253", style=filled, type=batch_norm];
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=253, label="batch_norm_#253", style=filled, type=batch_norm];
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=254, label="hardtanh_#254", style=filled, type=hardtanh];
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=255, label="AFQ_[B:4 M:S SGN:U PC:N]_#255_G40", style=filled, type=symmetric_quantize];
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=256, label="WFQ_[B:4 M:S SGN:S PC:Y]_#256_G40", style=filled, type=symmetric_quantize];
 "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=257, label="conv2d_k1x1_#257", style=filled, type=conv2d];
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=258, label="batch_norm_#258", style=filled, type=batch_norm];
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=259, label="AFQ_[B:4 M:S SGN:S PC:N]_#259_G41", style=filled, type=symmetric_quantize];
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=258, label="batch_norm_#258", style=filled, type=batch_norm];
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=259, label="AFQ_[B:4 M:S SGN:S PC:N]_#259_G41", style=filled, type=symmetric_quantize];
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=260, label="WFQ_[B:4 M:S SGN:S PC:Y]_#260_G41", style=filled, type=symmetric_quantize];
 "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=261, label="conv2d_k1x1_#261", style=filled, type=conv2d];
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" [id=263, label="hardtanh_#263", style=filled, type=hardtanh];
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=264, label="AFQ_[B:8 M:S SGN:U PC:Y]_#264_G42", style=filled, type=symmetric_quantize];
 "265 MobileNetV2/adaptive_avg_pool2d_0" [id=265, label="adaptive_avg_pool2d_#265", style=filled, type=adaptive_avg_pool2d];
 "266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=266, label="AFQ_[B:4 M:S SGN:U PC:N]_#266_G43", style=filled, type=symmetric_quantize];
-"267 MobileNetV2/flatten_0" [id=267, label="flatten_#267", style=filled, type=flatten];
+"267 MobileNetV2/reshape_0" [id=267, label="reshape_#267", style=filled, type=reshape];
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" [id=268, label="dropout_#268", style=filled, type=dropout];
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=269, label="WFQ_[B:4 M:S SGN:S PC:Y]_#269_G43", style=filled, type=symmetric_quantize];
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" [id=270, label="linear_#270", style=filled, type=linear];
@@ -274,281 +274,281 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
-"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0";
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0";
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0";
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0";
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/SymmetricQuantizer/symmetric_quantize_0";
 "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/SymmetricQuantizer/symmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "46 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "51 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "56 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "60 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "65 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "70 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "76 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "81 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "86 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
+"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/SymmetricQuantizer/symmetric_quantize_0";
 "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/SymmetricQuantizer/symmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "92 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "97 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "102 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "106 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "111 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "116 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "122 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "127 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "132 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
+"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "138 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "143 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "148 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
+"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0" -> "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0";
 "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "154 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "159 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "164 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "168 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "173 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "178 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0" -> "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/SymmetricQuantizer/symmetric_quantize_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/SymmetricQuantizer/symmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/SymmetricQuantizer/symmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "184 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "189 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "194 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
+"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0" -> "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0";
 "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "200 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "205 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "210 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "214 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "219 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "224 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" -> "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "230 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
+"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" -> "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0";
 "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
+"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
-"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0";
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
+"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0";
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" -> "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "265 MobileNetV2/adaptive_avg_pool2d_0";
 "265 MobileNetV2/adaptive_avg_pool2d_0" -> "266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0";
-"266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "267 MobileNetV2/flatten_0";
-"267 MobileNetV2/flatten_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
+"266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "267 MobileNetV2/reshape_0";
+"267 MobileNetV2/reshape_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" -> "271 /nncf_model_output_0";
diff --git a/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_device_VPU__mode_strict__ratio_1.02.dot b/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_device_VPU__mode_strict__ratio_1.02.dot
index cb35544a299..aa2eb3e61c7 100644
--- a/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_device_VPU__mode_strict__ratio_1.02.dot
+++ b/tests/torch/data/reference_graphs/quantized/hawq/mobilenet_v2_device_VPU__mode_strict__ratio_1.02.dot
@@ -3,270 +3,270 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=1, label="AFQ_[B:8 M:A SGN:S PC:N]_#1_G0", style=filled, type=asymmetric_quantize];
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=2, label="WFQ_[B:8 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=3, label="conv2d_k3x3_PAD_#3", style=filled, type=conv2d];
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=5, label="hardtanh_#5", style=filled, type=hardtanh];
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=6, label="AFQ_[B:8 M:S SGN:U PC:Y]_#6_G1", style=filled, type=symmetric_quantize];
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=7, label="WFQ_[B:8 M:S SGN:S PC:Y]_#7_G1", style=filled, type=symmetric_quantize];
 "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=purple, id=8, label="DW_Conv2d_k3x3_PAD_#8", style=filled, type=conv2d];
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=9, label="batch_norm_#9", style=filled, type=batch_norm];
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=10, label="hardtanh_#10", style=filled, type=hardtanh];
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=11, label="AFQ_[B:8 M:A SGN:S PC:N]_#11_G2", style=filled, type=asymmetric_quantize];
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=12, label="WFQ_[B:8 M:S SGN:S PC:Y]_#12_G2", style=filled, type=symmetric_quantize];
 "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" [color=lightblue, id=13, label="conv2d_k1x1_#13", style=filled, type=conv2d];
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=15, label="AFQ_[B:8 M:A SGN:S PC:N]_#15_G3", style=filled, type=asymmetric_quantize];
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" [id=14, label="batch_norm_#14", style=filled, type=batch_norm];
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=15, label="AFQ_[B:8 M:A SGN:S PC:N]_#15_G3", style=filled, type=asymmetric_quantize];
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=16, label="WFQ_[B:8 M:S SGN:S PC:Y]_#16_G3", style=filled, type=symmetric_quantize];
 "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=17, label="conv2d_k1x1_#17", style=filled, type=conv2d];
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=18, label="batch_norm_#18", style=filled, type=batch_norm];
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=18, label="batch_norm_#18", style=filled, type=batch_norm];
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=19, label="hardtanh_#19", style=filled, type=hardtanh];
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=20, label="AFQ_[B:8 M:S SGN:U PC:Y]_#20_G4", style=filled, type=symmetric_quantize];
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=21, label="WFQ_[B:8 M:S SGN:S PC:Y]_#21_G4", style=filled, type=symmetric_quantize];
 "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=22, label="DW_Conv2d_k3x3_PAD_#22", style=filled, type=conv2d];
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=23, label="batch_norm_#23", style=filled, type=batch_norm];
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=23, label="batch_norm_#23", style=filled, type=batch_norm];
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=24, label="hardtanh_#24", style=filled, type=hardtanh];
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=25, label="AFQ_[B:8 M:A SGN:S PC:N]_#25_G5", style=filled, type=asymmetric_quantize];
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=26, label="WFQ_[B:8 M:S SGN:S PC:Y]_#26_G5", style=filled, type=symmetric_quantize];
 "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=27, label="conv2d_k1x1_#27", style=filled, type=conv2d];
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=28, label="batch_norm_#28", style=filled, type=batch_norm];
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=29, label="AFQ_[B:8 M:A SGN:S PC:N]_#29_G44", style=filled, type=asymmetric_quantize];
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=28, label="batch_norm_#28", style=filled, type=batch_norm];
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=29, label="AFQ_[B:8 M:A SGN:S PC:N]_#29_G44", style=filled, type=asymmetric_quantize];
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=30, label="WFQ_[B:8 M:S SGN:S PC:Y]_#30_G44", style=filled, type=symmetric_quantize];
 "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=31, label="conv2d_k1x1_#31", style=filled, type=conv2d];
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=32, label="batch_norm_#32", style=filled, type=batch_norm];
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=33, label="hardtanh_#33", style=filled, type=hardtanh];
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=34, label="AFQ_[B:8 M:S SGN:U PC:Y]_#34_G6", style=filled, type=symmetric_quantize];
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=35, label="WFQ_[B:8 M:S SGN:S PC:Y]_#35_G6", style=filled, type=symmetric_quantize];
 "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=36, label="DW_Conv2d_k3x3_PAD_#36", style=filled, type=conv2d];
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=38, label="hardtanh_#38", style=filled, type=hardtanh];
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=39, label="AFQ_[B:8 M:A SGN:S PC:N]_#39_G7", style=filled, type=asymmetric_quantize];
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=40, label="WFQ_[B:8 M:S SGN:S PC:Y]_#40_G7", style=filled, type=symmetric_quantize];
 "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=41, label="conv2d_k1x1_#41", style=filled, type=conv2d];
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=43, label="AFQ_[B:8 M:A SGN:S PC:N]_#43_G44", style=filled, type=asymmetric_quantize];
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=42, label="batch_norm_#42", style=filled, type=batch_norm];
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=43, label="AFQ_[B:8 M:A SGN:S PC:N]_#43_G44", style=filled, type=asymmetric_quantize];
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" [id=44, label="__add___#44", style=filled, type=__add__];
 "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=45, label="AFQ_[B:8 M:A SGN:S PC:N]_#45_G8", style=filled, type=asymmetric_quantize];
 "46 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=46, label="WFQ_[B:8 M:S SGN:S PC:Y]_#46_G8", style=filled, type=symmetric_quantize];
 "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=47, label="conv2d_k1x1_#47", style=filled, type=conv2d];
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 "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=208, label="hardtanh_#208", style=filled, type=hardtanh];
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-"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=212, label="batch_norm_#212", style=filled, type=batch_norm];
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-"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=216, label="batch_norm_#216", style=filled, type=batch_norm];
+"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=216, label="batch_norm_#216", style=filled, type=batch_norm];
 "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=217, label="hardtanh_#217", style=filled, type=hardtanh];
 "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=218, label="AFQ_[B:8 M:S SGN:U PC:Y]_#218_G34", style=filled, type=symmetric_quantize];
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-"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=221, label="batch_norm_#221", style=filled, type=batch_norm];
+"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=221, label="batch_norm_#221", style=filled, type=batch_norm];
 "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=222, label="hardtanh_#222", style=filled, type=hardtanh];
 "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=223, label="AFQ_[B:8 M:A SGN:S PC:N]_#223_G35", style=filled, type=asymmetric_quantize];
 "224 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=224, label="WFQ_[B:8 M:S SGN:S PC:Y]_#224_G35", style=filled, type=symmetric_quantize];
 "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=225, label="conv2d_k1x1_#225", style=filled, type=conv2d];
-"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=226, label="batch_norm_#226", style=filled, type=batch_norm];
-"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=227, label="AFQ_[B:8 M:A SGN:S PC:N]_#227_G52", style=filled, type=asymmetric_quantize];
+"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=226, label="batch_norm_#226", style=filled, type=batch_norm];
+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=227, label="AFQ_[B:8 M:A SGN:S PC:N]_#227_G52", style=filled, type=asymmetric_quantize];
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" [id=228, label="__add___#228", style=filled, type=__add__];
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=229, label="AFQ_[B:8 M:A SGN:S PC:N]_#229_G53", style=filled, type=asymmetric_quantize];
 "230 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=230, label="WFQ_[B:8 M:S SGN:S PC:Y]_#230_G53", style=filled, type=symmetric_quantize];
 "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=231, label="conv2d_k1x1_#231", style=filled, type=conv2d];
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=232, label="batch_norm_#232", style=filled, type=batch_norm];
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=232, label="batch_norm_#232", style=filled, type=batch_norm];
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=233, label="hardtanh_#233", style=filled, type=hardtanh];
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=234, label="AFQ_[B:8 M:S SGN:U PC:Y]_#234_G36", style=filled, type=symmetric_quantize];
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=235, label="WFQ_[B:8 M:S SGN:S PC:Y]_#235_G36", style=filled, type=symmetric_quantize];
 "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=236, label="DW_Conv2d_k3x3_PAD_#236", style=filled, type=conv2d];
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=237, label="batch_norm_#237", style=filled, type=batch_norm];
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=237, label="batch_norm_#237", style=filled, type=batch_norm];
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=238, label="hardtanh_#238", style=filled, type=hardtanh];
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=239, label="AFQ_[B:8 M:A SGN:S PC:N]_#239_G37", style=filled, type=asymmetric_quantize];
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=240, label="WFQ_[B:8 M:S SGN:S PC:Y]_#240_G37", style=filled, type=symmetric_quantize];
 "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=241, label="conv2d_k1x1_#241", style=filled, type=conv2d];
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=242, label="batch_norm_#242", style=filled, type=batch_norm];
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=243, label="AFQ_[B:8 M:A SGN:S PC:N]_#243_G53", style=filled, type=asymmetric_quantize];
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=242, label="batch_norm_#242", style=filled, type=batch_norm];
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=243, label="AFQ_[B:8 M:A SGN:S PC:N]_#243_G53", style=filled, type=asymmetric_quantize];
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" [id=244, label="__add___#244", style=filled, type=__add__];
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 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=246, label="WFQ_[B:8 M:S SGN:S PC:Y]_#246_G38", style=filled, type=symmetric_quantize];
 "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=247, label="conv2d_k1x1_#247", style=filled, type=conv2d];
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=248, label="batch_norm_#248", style=filled, type=batch_norm];
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=248, label="batch_norm_#248", style=filled, type=batch_norm];
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=249, label="hardtanh_#249", style=filled, type=hardtanh];
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=250, label="AFQ_[B:8 M:S SGN:U PC:Y]_#250_G39", style=filled, type=symmetric_quantize];
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=251, label="WFQ_[B:8 M:S SGN:S PC:Y]_#251_G39", style=filled, type=symmetric_quantize];
 "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [color=purple, id=252, label="DW_Conv2d_k3x3_PAD_#252", style=filled, type=conv2d];
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=253, label="batch_norm_#253", style=filled, type=batch_norm];
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=253, label="batch_norm_#253", style=filled, type=batch_norm];
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=254, label="hardtanh_#254", style=filled, type=hardtanh];
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=255, label="AFQ_[B:8 M:A SGN:S PC:N]_#255_G40", style=filled, type=asymmetric_quantize];
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=256, label="WFQ_[B:8 M:S SGN:S PC:Y]_#256_G40", style=filled, type=symmetric_quantize];
 "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [color=lightblue, id=257, label="conv2d_k1x1_#257", style=filled, type=conv2d];
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=258, label="batch_norm_#258", style=filled, type=batch_norm];
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=259, label="AFQ_[B:8 M:A SGN:S PC:N]_#259_G41", style=filled, type=asymmetric_quantize];
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=258, label="batch_norm_#258", style=filled, type=batch_norm];
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=259, label="AFQ_[B:8 M:A SGN:S PC:N]_#259_G41", style=filled, type=asymmetric_quantize];
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=260, label="WFQ_[B:8 M:S SGN:S PC:Y]_#260_G41", style=filled, type=symmetric_quantize];
 "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=261, label="conv2d_k1x1_#261", style=filled, type=conv2d];
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" [id=262, label="batch_norm_#262", style=filled, type=batch_norm];
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" [id=263, label="hardtanh_#263", style=filled, type=hardtanh];
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [color=green, id=264, label="AFQ_[B:8 M:S SGN:U PC:Y]_#264_G42", style=filled, type=symmetric_quantize];
 "265 MobileNetV2/adaptive_avg_pool2d_0" [id=265, label="adaptive_avg_pool2d_#265", style=filled, type=adaptive_avg_pool2d];
 "266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=266, label="AFQ_[B:4 M:S SGN:U PC:N]_#266_G43", style=filled, type=symmetric_quantize];
-"267 MobileNetV2/flatten_0" [id=267, label="flatten_#267", style=filled, type=flatten];
+"267 MobileNetV2/reshape_0" [id=267, label="reshape_#267", style=filled, type=reshape];
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" [id=268, label="dropout_#268", style=filled, type=dropout];
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=269, label="WFQ_[B:4 M:S SGN:S PC:Y]_#269_G43", style=filled, type=symmetric_quantize];
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" [id=270, label="linear_#270", style=filled, type=linear];
@@ -274,281 +274,281 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
-"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0";
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/AsymmetricQuantizer/asymmetric_quantize_0";
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0";
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/AsymmetricQuantizer/asymmetric_quantize_0";
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0";
 "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "46 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "51 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "56 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "60 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "65 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "70 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/AsymmetricQuantizer/asymmetric_quantize_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/AsymmetricQuantizer/asymmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "76 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "81 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "86 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
+"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/SymmetricQuantizer/symmetric_quantize_0";
 "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/SymmetricQuantizer/symmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "92 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "97 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "102 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "106 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "111 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "116 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/AsymmetricQuantizer/asymmetric_quantize_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/AsymmetricQuantizer/asymmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "122 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "127 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "132 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
+"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "138 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "143 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "148 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
+"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0" -> "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/AsymmetricQuantizer/asymmetric_quantize_0";
 "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/AsymmetricQuantizer/asymmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "154 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "159 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "164 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "168 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "173 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "178 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0" -> "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "184 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "189 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "194 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
+"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0" -> "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/AsymmetricQuantizer/asymmetric_quantize_0";
 "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/AsymmetricQuantizer/asymmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "200 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "205 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "210 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "214 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "219 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "224 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" -> "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/AsymmetricQuantizer/asymmetric_quantize_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/AsymmetricQuantizer/asymmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/AsymmetricQuantizer/asymmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "230 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
+"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" -> "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/AsymmetricQuantizer/asymmetric_quantize_0";
 "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/AsymmetricQuantizer/asymmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0";
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/AsymmetricQuantizer/asymmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
+"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
-"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0";
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
+"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0";
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" -> "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "265 MobileNetV2/adaptive_avg_pool2d_0";
 "265 MobileNetV2/adaptive_avg_pool2d_0" -> "266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0";
-"266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "267 MobileNetV2/flatten_0";
-"267 MobileNetV2/flatten_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
+"266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "267 MobileNetV2/reshape_0";
+"267 MobileNetV2/reshape_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" -> "271 /nncf_model_output_0";
diff --git a/tests/torch/data/reference_graphs/quantized/hawq/resnet50_device_VPU__mode_liberal__ratio_1.5.dot b/tests/torch/data/reference_graphs/quantized/hawq/resnet50_device_VPU__mode_liberal__ratio_1.5.dot
index 5bb7a7f2579..2b06a260e47 100644
--- a/tests/torch/data/reference_graphs/quantized/hawq/resnet50_device_VPU__mode_liberal__ratio_1.5.dot
+++ b/tests/torch/data/reference_graphs/quantized/hawq/resnet50_device_VPU__mode_liberal__ratio_1.5.dot
@@ -3,309 +3,309 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=1, label="AFQ_[B:8 M:A SGN:S PC:N]_#1_G0", style=filled, type=asymmetric_quantize];
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=2, label="WFQ_[B:8 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 ResNet/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=3, label="conv2d_k7x7_PAD_#3", style=filled, type=conv2d];
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 ResNet/ReLU[relu]/relu__0" [id=5, label="relu__#5", style=filled, type=relu_];
 "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=6, label="AFQ_[B:4 M:S SGN:U PC:N]_#6_G39", style=filled, type=symmetric_quantize];
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=7, label="max_pool2d_#7", style=filled, type=max_pool2d];
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=8, label="WFQ_[B:4 M:S SGN:S PC:Y]_#8_G39", style=filled, type=symmetric_quantize];
 "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=9, label="conv2d_k1x1_#9", style=filled, type=conv2d];
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=10, label="batch_norm_#10", style=filled, type=batch_norm];
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=10, label="batch_norm_#10", style=filled, type=batch_norm];
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0" [id=11, label="relu__#11", style=filled, type=relu_];
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=12, label="AFQ_[B:8 M:A SGN:S PC:N]_#12_G1", style=filled, type=asymmetric_quantize];
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=13, label="WFQ_[B:8 M:S SGN:S PC:Y]_#13_G1", style=filled, type=symmetric_quantize];
 "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=14, label="conv2d_k3x3_PAD_#14", style=filled, type=conv2d];
-"15 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=15, label="batch_norm_#15", style=filled, type=batch_norm];
+"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=15, label="batch_norm_#15", style=filled, type=batch_norm];
 "16 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1" [id=16, label="relu__#16", style=filled, type=relu_];
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=17, label="AFQ_[B:4 M:S SGN:U PC:N]_#17_G2", style=filled, type=symmetric_quantize];
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=18, label="WFQ_[B:4 M:S SGN:S PC:Y]_#18_G2", style=filled, type=symmetric_quantize];
 "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=19, label="conv2d_k1x1_#19", style=filled, type=conv2d];
-"20 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=20, label="batch_norm_#20", style=filled, type=batch_norm];
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=21, label="AFQ_[B:4 M:S SGN:S PC:N]_#21_G3", style=filled, type=symmetric_quantize];
+"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=20, label="batch_norm_#20", style=filled, type=batch_norm];
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=21, label="AFQ_[B:4 M:S SGN:S PC:N]_#21_G3", style=filled, type=symmetric_quantize];
 "22 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=22, label="WFQ_[B:4 M:S SGN:S PC:Y]_#22_G39", style=filled, type=symmetric_quantize];
 "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" [color=lightblue, id=23, label="conv2d_k1x1_#23", style=filled, type=conv2d];
-"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" [id=24, label="batch_norm_#24", style=filled, type=batch_norm];
-"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=25, label="AFQ_[B:4 M:S SGN:S PC:N]_#25_G3", style=filled, type=symmetric_quantize];
+"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" [id=24, label="batch_norm_#24", style=filled, type=batch_norm];
+"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=25, label="AFQ_[B:4 M:S SGN:S PC:N]_#25_G3", style=filled, type=symmetric_quantize];
 "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" [id=26, label="__iadd___#26", style=filled, type=__iadd__];
 "27 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2" [id=27, label="relu__#27", style=filled, type=relu_];
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=28, label="AFQ_[B:4 M:S SGN:S PC:N]_#28_G40", style=filled, type=symmetric_quantize];
 "29 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=29, label="WFQ_[B:4 M:S SGN:S PC:Y]_#29_G40", style=filled, type=symmetric_quantize];
 "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=30, label="conv2d_k1x1_#30", style=filled, type=conv2d];
-"31 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=31, label="batch_norm_#31", style=filled, type=batch_norm];
+"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=31, label="batch_norm_#31", style=filled, type=batch_norm];
 "32 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0" [id=32, label="relu__#32", style=filled, type=relu_];
 "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=33, label="AFQ_[B:4 M:S SGN:U PC:N]_#33_G4", style=filled, type=symmetric_quantize];
 "34 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=34, label="WFQ_[B:4 M:S SGN:S PC:Y]_#34_G4", style=filled, type=symmetric_quantize];
 "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" [color=lightblue, id=35, label="pad_k3x3_PAD_#35", style=filled, type=pad];
 "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=36, label="conv2d_k3x3_PAD_#36", style=filled, type=conv2d];
-"37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
+"37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=37, label="batch_norm_#37", style=filled, type=batch_norm];
 "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1" [id=38, label="relu__#38", style=filled, type=relu_];
 "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=39, label="AFQ_[B:4 M:S SGN:U PC:N]_#39_G5", style=filled, type=symmetric_quantize];
 "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=40, label="WFQ_[B:4 M:S SGN:S PC:Y]_#40_G5", style=filled, type=symmetric_quantize];
 "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=41, label="conv2d_k1x1_#41", style=filled, type=conv2d];
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-"287 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=287, label="batch_norm_#287", style=filled, type=batch_norm];
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+"287 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=287, label="batch_norm_#287", style=filled, type=batch_norm];
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-"294 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=294, label="batch_norm_#294", style=filled, type=batch_norm];
+"294 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=294, label="batch_norm_#294", style=filled, type=batch_norm];
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 "299 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=299, label="conv2d_k3x3_PAD_#299", style=filled, type=conv2d];
-"300 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=300, label="batch_norm_#300", style=filled, type=batch_norm];
+"300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=300, label="batch_norm_#300", style=filled, type=batch_norm];
 "301 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1" [id=301, label="relu__#301", style=filled, type=relu_];
 "302 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=red, id=302, label="AFQ_[B:4 M:S SGN:U PC:N]_#302_G36", style=filled, type=symmetric_quantize];
 "303 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=red, id=303, label="WFQ_[B:4 M:S SGN:S PC:Y]_#303_G36", style=filled, type=symmetric_quantize];
 "304 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=304, label="conv2d_k1x1_#304", style=filled, type=conv2d];
-"305 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=305, label="batch_norm_#305", style=filled, type=batch_norm];
-"306 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=306, label="AFQ_[B:4 M:S SGN:S PC:N]_#306_G54", style=filled, type=symmetric_quantize];
+"305 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=305, label="batch_norm_#305", style=filled, type=batch_norm];
+"306 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=306, label="AFQ_[B:4 M:S SGN:S PC:N]_#306_G54", style=filled, type=symmetric_quantize];
 "307 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" [id=307, label="__iadd___#307", style=filled, type=__iadd__];
 "308 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2" [id=308, label="relu__#308", style=filled, type=relu_];
 "309 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" [color=green, id=309, label="AFQ_[B:8 M:S SGN:U PC:Y]_#309_G37", style=filled, type=symmetric_quantize];
@@ -346,326 +346,326 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
-"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 ResNet/ReLU[relu]/relu__0";
+"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ResNet/ReLU[relu]/relu__0";
 "5 ResNet/ReLU[relu]/relu__0" -> "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "6 ResNet/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0";
+"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0";
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0" -> "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"15 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1";
+"14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1";
 "16 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1" -> "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"20 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "22 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2";
 "27 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2" -> "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "29 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"31 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0";
+"30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0";
 "32 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0" -> "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "34 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"37 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1";
+"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"37 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1";
 "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1" -> "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "39 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"43 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
+"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"43 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "44 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" -> "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2";
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2" -> "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "46 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "62 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"49 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0";
+"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"49 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0";
 "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0" -> "51 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "51 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0";
 "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "55 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"55 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "56 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1";
+"54 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "55 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"55 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "56 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1";
 "56 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1" -> "57 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "57 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"60 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"61 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "62 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
+"59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"60 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"61 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "62 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" -> "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2";
 "63 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2" -> "64 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "64 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "64 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"66 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "67 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"67 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "68 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0";
+"66 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "67 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"67 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "68 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0";
 "68 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0" -> "69 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "69 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "72 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "71 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "72 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"72 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"73 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "74 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1";
+"72 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"73 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "74 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1";
 "74 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1" -> "75 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "75 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "77 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"77 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"78 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "79 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"79 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "84 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"77 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"78 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "79 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"79 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "84 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"83 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "84 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"81 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"82 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"83 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "84 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "84 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" -> "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__2";
 "85 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__2" -> "86 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "86 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "88 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "86 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "102 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "87 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "88 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"88 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "89 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"89 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "90 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0";
+"88 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "89 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"89 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "90 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0";
 "90 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0" -> "91 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "91 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "92 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "93 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"95 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "96 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1";
+"94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "96 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1";
 "96 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1" -> "97 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "97 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "99 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "98 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "99 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"99 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "100 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"100 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"101 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "102 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
+"99 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "100 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"100 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "101 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"101 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "102 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "102 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" -> "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__2";
 "103 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__2" -> "104 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "104 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "104 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "120 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "105 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"107 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "108 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0";
+"106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "108 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0";
 "108 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0" -> "109 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "109 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0";
 "110 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "113 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"113 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "114 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1";
+"112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "113 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"113 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "114 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1";
 "114 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "115 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "117 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "116 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "117 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"117 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"118 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "119 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"119 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
+"117 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "118 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"118 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "119 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"119 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "120 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0" -> "121 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__2";
 "121 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__2" -> "122 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "122 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "122 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "138 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "123 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "125 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"125 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "126 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0";
+"124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "125 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"125 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "126 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0";
 "126 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0" -> "127 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "127 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/pad_0";
 "128 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "130 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "129 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/pad_0" -> "130 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"130 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "131 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"131 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1";
+"130 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "131 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"131 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1";
 "132 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1" -> "133 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "133 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "134 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "135 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"135 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "136 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"136 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "137 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"137 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "138 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
+"135 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "136 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"136 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "137 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"137 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "138 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "138 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0" -> "139 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__2";
 "139 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__2" -> "140 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "140 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "142 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "140 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "141 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "142 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"142 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "143 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"143 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "144 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0";
+"142 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "143 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"143 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "144 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0";
 "144 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0" -> "145 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "145 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "148 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "147 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "148 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"148 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "149 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"149 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1";
+"148 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "149 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"149 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1";
 "150 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "151 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "153 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "152 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "153 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"153 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"154 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "155 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"155 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "160 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"153 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"154 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "155 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"155 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "160 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "156 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"157 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "158 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"158 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "159 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"159 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "160 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"157 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "158 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"158 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "159 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"159 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "160 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "160 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0" -> "161 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__2";
 "161 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__2" -> "162 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "162 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "164 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "162 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "178 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "163 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "164 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"164 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "165 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"165 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "166 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0";
+"164 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "165 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"165 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "166 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0";
 "166 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0" -> "167 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "167 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0";
 "168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "170 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "169 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/pad_0" -> "170 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"170 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "171 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"171 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "172 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1";
+"170 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "171 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"171 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "172 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1";
 "172 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1" -> "173 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "173 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "174 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"175 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "176 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"176 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "177 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"177 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "178 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
+"175 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "176 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"176 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "177 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"177 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "178 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "178 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0" -> "179 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__2";
 "179 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__2" -> "180 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "180 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "182 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "180 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "196 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "181 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "182 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"182 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "183 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"183 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "184 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0";
+"182 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "183 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"183 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "184 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0";
 "184 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "185 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0";
 "186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "188 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "187 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" -> "188 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"188 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "189 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"189 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "190 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1";
+"188 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "189 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"189 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "190 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1";
 "190 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1" -> "191 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "191 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "192 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"193 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "194 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"194 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "195 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"195 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "196 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
+"193 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "194 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"194 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "195 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"195 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "196 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "196 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0" -> "197 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__2";
 "197 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__2" -> "198 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "198 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "200 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "198 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "214 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "199 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "200 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"200 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "201 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"201 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "202 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0";
+"200 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "202 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0";
 "202 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "203 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/pad_0";
 "204 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "206 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "205 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/pad_0" -> "206 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"206 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "207 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"207 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "208 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1";
+"206 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "207 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"207 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "208 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1";
 "208 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1" -> "209 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "209 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "210 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "211 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"211 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "212 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"212 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "213 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"213 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "214 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
+"211 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "212 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"212 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "213 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"213 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "214 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "214 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0" -> "215 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__2";
 "215 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__2" -> "216 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "216 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "218 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "216 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "232 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "217 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "218 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"218 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "219 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
-"219 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "220 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0";
+"218 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "219 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"219 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "220 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0";
 "220 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "221 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/pad_0";
 "222 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "224 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "223 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/pad_0" -> "224 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
-"224 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "225 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"225 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "226 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1";
+"224 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "225 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"225 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "226 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1";
 "226 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1" -> "227 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "227 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "228 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "229 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
-"229 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "230 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"230 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "231 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"231 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "232 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
+"229 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "230 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"230 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "231 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"231 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "232 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "232 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0" -> "233 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__2";
 "233 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__2" -> "234 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "234 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "236 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "234 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "250 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "235 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "236 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"236 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "237 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
-"237 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "238 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0";
+"236 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "237 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"237 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "238 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0";
 "238 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0" -> "239 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "239 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "241 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/pad_0";
 "240 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "242 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "241 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/pad_0" -> "242 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
-"242 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "243 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"243 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "244 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1";
+"242 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "243 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"243 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "244 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1";
 "244 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1" -> "245 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "245 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "246 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "247 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
-"247 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "248 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"248 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "249 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"249 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "250 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
+"247 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "248 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"248 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "249 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"249 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "250 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "250 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0" -> "251 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__2";
 "251 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__2" -> "252 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "252 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "254 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "252 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "269 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "253 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "254 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"254 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "255 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"255 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0";
+"254 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "255 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"255 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0";
 "256 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "257 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "259 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "258 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "260 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "259 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "260 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"260 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"261 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "262 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1";
+"260 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"261 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "262 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1";
 "262 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1" -> "263 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "263 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "265 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "264 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "265 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"265 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "266 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"266 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "267 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"267 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "272 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"265 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "266 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"266 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "267 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"267 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "272 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "268 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "269 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"269 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "270 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"270 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "271 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"271 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "272 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"269 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "270 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"270 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "271 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"271 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "272 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "272 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" -> "273 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2";
 "273 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2" -> "274 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "274 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "276 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "274 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "289 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "275 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "276 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"276 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "277 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"277 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0";
+"276 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0";
 "278 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0" -> "279 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "279 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "281 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "280 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "281 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"281 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "282 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"282 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "283 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1";
+"281 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "282 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"282 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "283 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1";
 "283 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1" -> "284 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "284 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "285 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"286 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "287 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"287 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "288 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"288 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "289 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
+"286 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "287 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"287 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "288 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"288 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "289 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "289 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" -> "290 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2";
 "290 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2" -> "291 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "291 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "293 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "291 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "307 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "292 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "293 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"293 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "294 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"294 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "295 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0";
+"293 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "294 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"294 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "295 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0";
 "295 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0" -> "296 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "296 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "298 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0";
 "297 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "299 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "298 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" -> "299 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"299 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "300 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"300 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "301 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1";
+"299 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"300 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "301 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1";
 "301 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1" -> "302 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "302 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "304 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "303 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "304 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"304 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "305 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"305 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "306 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"306 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "307 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
+"304 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "305 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"305 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "306 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"306 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "307 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "307 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" -> "308 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2";
 "308 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2" -> "309 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2";
 "309 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_2" -> "310 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/hawq/resnet50_device_VPU__mode_strict__ratio_1.11.dot b/tests/torch/data/reference_graphs/quantized/hawq/resnet50_device_VPU__mode_strict__ratio_1.11.dot
index e7379af25b1..68182d4c58d 100644
--- a/tests/torch/data/reference_graphs/quantized/hawq/resnet50_device_VPU__mode_strict__ratio_1.11.dot
+++ b/tests/torch/data/reference_graphs/quantized/hawq/resnet50_device_VPU__mode_strict__ratio_1.11.dot
@@ -3,300 +3,300 @@ strict digraph  {
 "1 AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=1, label="AFQ_[B:8 M:A SGN:S PC:N]_#1_G0", style=filled, type=asymmetric_quantize];
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=2, label="WFQ_[B:8 M:S SGN:S PC:Y]_#2_G0", style=filled, type=symmetric_quantize];
 "3 ResNet/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=3, label="conv2d_k7x7_PAD_#3", style=filled, type=conv2d];
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, label="batch_norm_#4", style=filled, type=batch_norm];
 "5 ResNet/ReLU[relu]/relu__0" [id=5, label="relu__#5", style=filled, type=relu_];
 "6 ResNet/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=6, label="AFQ_[B:8 M:A SGN:S PC:N]_#6_G39", style=filled, type=asymmetric_quantize];
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=7, label="max_pool2d_#7", style=filled, type=max_pool2d];
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=8, label="WFQ_[B:8 M:S SGN:S PC:Y]_#8_G39", style=filled, type=symmetric_quantize];
 "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [color=lightblue, id=9, label="conv2d_k1x1_#9", style=filled, type=conv2d];
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=10, label="batch_norm_#10", style=filled, type=batch_norm];
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=10, label="batch_norm_#10", style=filled, type=batch_norm];
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0" [id=11, label="relu__#11", style=filled, type=relu_];
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=12, label="AFQ_[B:8 M:A SGN:S PC:N]_#12_G1", style=filled, type=asymmetric_quantize];
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=13, label="WFQ_[B:8 M:S SGN:S PC:Y]_#13_G1", style=filled, type=symmetric_quantize];
 "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [color=lightblue, id=14, label="conv2d_k3x3_PAD_#14", style=filled, type=conv2d];
-"15 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=15, label="batch_norm_#15", style=filled, type=batch_norm];
+"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=15, label="batch_norm_#15", style=filled, type=batch_norm];
 "16 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1" [id=16, label="relu__#16", style=filled, type=relu_];
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" [color=green, id=17, label="AFQ_[B:8 M:A SGN:S PC:N]_#17_G2", style=filled, type=asymmetric_quantize];
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=18, label="WFQ_[B:8 M:S SGN:S PC:Y]_#18_G2", style=filled, type=symmetric_quantize];
 "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [color=lightblue, id=19, label="conv2d_k1x1_#19", style=filled, type=conv2d];
-"20 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=20, label="batch_norm_#20", style=filled, type=batch_norm];
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=21, label="AFQ_[B:4 M:S SGN:S PC:N]_#21_G3", style=filled, type=symmetric_quantize];
+"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=20, label="batch_norm_#20", style=filled, type=batch_norm];
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [color=red, id=21, label="AFQ_[B:4 M:S SGN:S PC:N]_#21_G3", style=filled, type=symmetric_quantize];
 "22 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [color=green, id=22, label="WFQ_[B:8 M:S SGN:S PC:Y]_#22_G39", style=filled, type=symmetric_quantize];
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+"297 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" [color=green, id=297, label="AFQ_[B:8 M:A SGN:S PC:N]_#297_G54", style=filled, type=asymmetric_quantize];
 "298 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" [id=298, label="__iadd___#298", style=filled, type=__iadd__];
 "299 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2" [id=299, label="relu__#299", style=filled, type=relu_];
 "300 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" [color=green, id=300, label="AFQ_[B:8 M:S SGN:U PC:Y]_#300_G37", style=filled, type=symmetric_quantize];
@@ -319,317 +319,317 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 AsymmetricQuantizer/asymmetric_quantize_0";
 "1 AsymmetricQuantizer/asymmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
-"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 ResNet/ReLU[relu]/relu__0";
+"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ResNet/ReLU[relu]/relu__0";
 "5 ResNet/ReLU[relu]/relu__0" -> "6 ResNet/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "6 ResNet/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0";
+"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0";
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__0" -> "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"15 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1";
+"14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1";
 "16 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__1" -> "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"20 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "22 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2";
 "27 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/relu__2" -> "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "29 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"31 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0";
+"30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0";
 "32 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__0" -> "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "33 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "34 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"36 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1";
+"35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1";
 "37 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__1" -> "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "38 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "39 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"41 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
+"40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "43 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2";
 "44 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/relu__2" -> "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "46 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"48 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0";
+"47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0";
 "49 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__0" -> "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "50 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "51 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"53 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1";
+"52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1";
 "54 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__1" -> "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "55 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "56 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"58 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
+"57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "60 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2";
 "61 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/relu__2" -> "62 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "63 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"65 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0";
+"64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0";
 "66 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__0" -> "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "67 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "68 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"70 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1";
+"69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1";
 "71 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__1" -> "72 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "72 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "74 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "73 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "74 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"74 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "75 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"75 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"76 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"74 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "75 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"75 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "77 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"78 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"78 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" -> "82 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__2";
 "82 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/relu__2" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2";
 "83 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2" -> "85 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "83 ResNet/Sequential[layer2]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "84 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "85 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"85 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "86 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"86 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0";
+"85 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "86 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"86 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0";
 "87 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__0" -> "88 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "88 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "90 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "89 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "90 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"90 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "91 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"91 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "92 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1";
+"90 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "91 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"91 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "92 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1";
 "92 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__1" -> "93 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "93 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "96 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"96 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "97 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"97 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
+"95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "96 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"96 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "97 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"97 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "98 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" -> "99 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__2";
 "99 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/relu__2" -> "100 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2";
 "100 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2" -> "102 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "100 ResNet/Sequential[layer2]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "101 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "102 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"102 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "103 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"103 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "104 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0";
+"102 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "103 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"103 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "104 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0";
 "104 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__0" -> "105 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "105 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "108 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"108 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "109 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1";
+"107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "108 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"108 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "109 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1";
 "109 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__1" -> "110 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "110 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "113 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"113 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "114 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"114 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
+"112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "113 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"113 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "114 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"114 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "115 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0" -> "116 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__2";
 "116 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/relu__2" -> "117 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2";
 "117 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2" -> "119 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "117 ResNet/Sequential[layer2]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "118 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "119 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"119 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "120 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"120 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "121 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0";
+"119 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "120 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"120 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "121 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0";
 "121 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__0" -> "122 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "122 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "123 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "125 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"125 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "126 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1";
+"124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "125 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"125 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "126 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1";
 "126 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__1" -> "127 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "127 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "128 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"129 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "130 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"130 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "131 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"131 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
+"129 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "130 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"130 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "131 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"131 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "132 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0" -> "133 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__2";
 "133 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/relu__2" -> "134 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2";
 "134 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2" -> "136 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "134 ResNet/Sequential[layer2]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "135 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "136 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"136 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "137 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"137 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "138 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0";
+"136 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "137 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"137 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "138 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0";
 "138 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__0" -> "139 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "139 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "141 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "140 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "142 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "141 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "142 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"142 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "143 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"143 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "144 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1";
+"142 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "143 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"143 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "144 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1";
 "144 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__1" -> "145 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "145 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"147 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "148 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"148 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "149 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"149 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"147 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "148 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"148 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "149 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"149 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "150 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"151 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"152 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "153 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"153 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"151 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"152 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "153 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"153 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "154 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0" -> "155 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__2";
 "155 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/relu__2" -> "156 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "156 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "158 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "156 ResNet/Sequential[layer3]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "171 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "157 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "158 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"158 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "159 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"159 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "160 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0";
+"158 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "159 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"159 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "160 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0";
 "160 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__0" -> "161 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "161 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"163 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "164 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"164 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "165 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1";
+"163 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "164 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"164 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "165 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1";
 "165 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__1" -> "166 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "166 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"169 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "170 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"170 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "171 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
+"168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"169 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "170 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"170 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "171 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "171 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0" -> "172 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__2";
 "172 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/relu__2" -> "173 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "173 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "173 ResNet/Sequential[layer3]/Bottleneck[1]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "188 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "174 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"175 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "176 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"176 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "177 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0";
+"175 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "176 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"176 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "177 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0";
 "177 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__0" -> "178 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "178 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"181 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "182 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1";
+"180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"181 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "182 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1";
 "182 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__1" -> "183 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "183 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"187 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "188 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
+"185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"187 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "188 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "188 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0" -> "189 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__2";
 "189 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/relu__2" -> "190 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2";
 "190 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2" -> "192 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "190 ResNet/Sequential[layer3]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "191 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "192 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"192 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"193 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "194 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0";
+"192 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"193 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "194 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0";
 "194 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__0" -> "195 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "195 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "196 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"198 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1";
+"197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"198 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1";
 "199 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__1" -> "200 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "200 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"203 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"204 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
+"202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"204 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "205 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0" -> "206 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__2";
 "206 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/relu__2" -> "207 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2";
 "207 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2" -> "209 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "207 ResNet/Sequential[layer3]/Bottleneck[3]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "208 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "209 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"209 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
-"210 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "211 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0";
+"209 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"210 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "211 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0";
 "211 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__0" -> "212 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "212 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "214 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/pad_0";
 "213 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "214 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/pad_0" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
-"215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "216 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"216 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1";
+"215 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "216 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"216 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1";
 "217 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__1" -> "218 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "218 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "219 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
-"220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"221 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "222 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"222 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
+"220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"221 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "222 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"222 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "223 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0" -> "224 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__2";
 "224 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/relu__2" -> "225 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "225 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "227 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "225 ResNet/Sequential[layer3]/Bottleneck[4]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "241 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "226 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "227 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"227 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "228 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
-"228 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "229 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0";
+"227 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "228 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"228 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "229 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0";
 "229 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__0" -> "230 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "230 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "232 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/pad_0";
 "231 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "232 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/pad_0" -> "233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
-"233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "234 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"234 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1";
+"233 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "234 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"234 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1";
 "235 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__1" -> "236 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "236 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "238 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "237 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "238 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
-"238 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "239 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"239 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "240 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"240 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "241 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
+"238 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"239 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "240 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"240 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "241 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "241 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0" -> "242 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__2";
 "242 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/relu__2" -> "243 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "243 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "245 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "243 ResNet/Sequential[layer3]/Bottleneck[5]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "260 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
 "244 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "245 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"245 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "246 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"246 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "247 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0";
+"245 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "246 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"246 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "247 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0";
 "247 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__0" -> "248 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "248 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "250 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0";
 "249 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "250 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/pad_0" -> "251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"252 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1";
+"251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1";
 "253 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__1" -> "254 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "254 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "255 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"257 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"258 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"256 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"257 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"258 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "259 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "260 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0";
-"260 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0";
-"261 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/batch_norm_0" -> "262 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"262 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"260 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFConv2d[0]/conv2d_0" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0";
+"261 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/batch_norm_0" -> "262 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"262 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[downsample]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "263 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" -> "264 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2";
 "264 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/relu__2" -> "265 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "265 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "267 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "265 ResNet/Sequential[layer4]/Bottleneck[0]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "280 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "266 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "267 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"267 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"268 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "269 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0";
+"267 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"268 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "269 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0";
 "269 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__0" -> "270 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "270 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "271 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"273 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1";
+"272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1";
 "274 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__1" -> "275 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1";
 "275 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_1" -> "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "276 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"278 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"279 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "280 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
+"277 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"278 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"279 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "280 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "280 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" -> "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2";
 "281 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/relu__2" -> "282 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2";
 "282 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2" -> "284 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "282 ResNet/Sequential[layer4]/Bottleneck[1]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_2" -> "298 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "283 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "284 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"284 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"285 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0";
+"284 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"285 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0";
 "286 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__0" -> "287 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0";
 "287 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_0" -> "289 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0";
 "288 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[1]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "289 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/pad_0" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1";
+"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1";
 "292 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__1" -> "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0";
 "293 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/AsymmetricQuantizer/asymmetric_quantize_0" -> "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "294 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "296 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"296 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "297 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
-"297 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "298 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
+"295 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"296 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "297 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0";
+"297 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/AsymmetricQuantizer/asymmetric_quantize_0" -> "298 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "298 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" -> "299 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2";
 "299 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/relu__2" -> "300 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1";
 "300 ResNet/Sequential[layer4]/Bottleneck[2]/ReLU[relu]/SymmetricQuantizer/symmetric_quantize_1" -> "301 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/hw/CPU/inception_v3.dot b/tests/torch/data/reference_graphs/quantized/hw/CPU/inception_v3.dot
index c145e9fd504..35e63cafb28 100644
--- a/tests/torch/data/reference_graphs/quantized/hw/CPU/inception_v3.dot
+++ b/tests/torch/data/reference_graphs/quantized/hw/CPU/inception_v3.dot
@@ -14,313 +14,313 @@ strict digraph  {
 "12 Inception3/__add___2" [id=12, type=__add__];
 "13 Inception3/cat_0" [id=13, type=cat];
 "14 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" [id=14, type=conv2d];
-"15 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=15, type=batch_norm];
+"15 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=15, type=batch_norm];
 "16 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" [id=16, type=relu_];
 "17 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" [id=17, type=conv2d];
-"18 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=18, type=batch_norm];
+"18 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=18, type=batch_norm];
 "19 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" [id=19, type=relu_];
 "20 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" [id=20, type=conv2d];
-"21 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=21, type=batch_norm];
+"21 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=21, type=batch_norm];
 "22 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" [id=22, type=relu_];
 "23 Inception3/max_pool2d_0" [id=23, type=max_pool2d];
 "24 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" [id=24, type=conv2d];
-"25 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" [id=25, type=batch_norm];
+"25 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=25, type=batch_norm];
 "26 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" [id=26, type=relu_];
 "27 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" [id=27, type=conv2d];
-"28 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=28, type=batch_norm];
+"28 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=28, type=batch_norm];
 "29 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" [id=29, type=relu_];
 "30 Inception3/max_pool2d_1" [id=30, type=max_pool2d];
 "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=31, type=conv2d];
-"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=32, type=batch_norm];
+"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=32, type=batch_norm];
 "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" [id=33, type=relu_];
 "34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" [id=34, type=conv2d];
-"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" [id=35, type=batch_norm];
+"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=35, type=batch_norm];
 "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" [id=36, type=relu_];
 "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" [id=37, type=conv2d];
-"38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" [id=38, type=batch_norm];
+"38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=38, type=batch_norm];
 "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" [id=39, type=relu_];
 "40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=40, type=conv2d];
-"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=41, type=batch_norm];
+"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=41, type=batch_norm];
 "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=42, type=relu_];
 "43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=43, type=conv2d];
-"44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=44, type=batch_norm];
+"44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=44, type=batch_norm];
 "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=45, type=relu_];
 "46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=46, type=conv2d];
-"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=47, type=batch_norm];
+"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=47, type=batch_norm];
 "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0" [id=48, type=relu_];
 "49 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0" [id=49, type=avg_pool2d];
 "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=50, type=conv2d];
-"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=51, type=batch_norm];
+"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=51, type=batch_norm];
 "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0" [id=52, type=relu_];
 "53 Inception3/InceptionA[Mixed_5b]/cat_0" [id=53, type=cat];
 "54 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=54, type=conv2d];
-"55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=55, type=batch_norm];
+"55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=55, type=batch_norm];
 "56 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0" [id=56, type=relu_];
 "57 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" [id=57, type=conv2d];
-"58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" [id=58, type=batch_norm];
+"58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=58, type=batch_norm];
 "59 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0" [id=59, type=relu_];
 "60 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" [id=60, type=conv2d];
-"61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" [id=61, type=batch_norm];
+"61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=61, type=batch_norm];
 "62 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0" [id=62, type=relu_];
 "63 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=63, type=conv2d];
-"64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=64, type=batch_norm];
+"64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=64, type=batch_norm];
 "65 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=65, type=relu_];
 "66 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=66, type=conv2d];
-"67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=67, type=batch_norm];
+"67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=67, type=batch_norm];
 "68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=68, type=relu_];
 "69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=69, type=conv2d];
-"70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=70, type=batch_norm];
+"70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=70, type=batch_norm];
 "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0" [id=71, type=relu_];
 "72 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0" [id=72, type=avg_pool2d];
 "73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=73, type=conv2d];
-"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=74, type=batch_norm];
+"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=74, type=batch_norm];
 "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0" [id=75, type=relu_];
 "76 Inception3/InceptionA[Mixed_5c]/cat_0" [id=76, type=cat];
 "77 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=77, type=conv2d];
-"78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=78, type=batch_norm];
+"78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=78, type=batch_norm];
 "79 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0" [id=79, type=relu_];
 "80 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" [id=80, type=conv2d];
-"81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" [id=81, type=batch_norm];
+"81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=81, type=batch_norm];
 "82 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0" [id=82, type=relu_];
 "83 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" [id=83, type=conv2d];
-"84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" [id=84, type=batch_norm];
+"84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=84, type=batch_norm];
 "85 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0" [id=85, type=relu_];
 "86 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=86, type=conv2d];
-"87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=87, type=batch_norm];
+"87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=87, type=batch_norm];
 "88 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=88, type=relu_];
 "89 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=89, type=conv2d];
-"90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=90, type=batch_norm];
+"90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=90, type=batch_norm];
 "91 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=91, type=relu_];
 "92 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=92, type=conv2d];
-"93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=93, type=batch_norm];
+"93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=93, type=batch_norm];
 "94 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0" [id=94, type=relu_];
 "95 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0" [id=95, type=avg_pool2d];
 "96 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=96, type=conv2d];
-"97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=97, type=batch_norm];
+"97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=97, type=batch_norm];
 "98 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0" [id=98, type=relu_];
 "99 Inception3/InceptionA[Mixed_5d]/cat_0" [id=99, type=cat];
 "100 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" [id=100, type=conv2d];
-"101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0" [id=101, type=batch_norm];
+"101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=101, type=batch_norm];
 "102 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0" [id=102, type=relu_];
 "103 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=103, type=conv2d];
-"104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=104, type=batch_norm];
+"104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=104, type=batch_norm];
 "105 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=105, type=relu_];
 "106 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=106, type=conv2d];
-"107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=107, type=batch_norm];
+"107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=107, type=batch_norm];
 "108 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=108, type=relu_];
 "109 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=109, type=conv2d];
-"110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=110, type=batch_norm];
+"110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=110, type=batch_norm];
 "111 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0" [id=111, type=relu_];
 "112 Inception3/InceptionB[Mixed_6a]/max_pool2d_0" [id=112, type=max_pool2d];
 "113 Inception3/InceptionB[Mixed_6a]/cat_0" [id=113, type=cat];
 "114 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=114, type=conv2d];
-"115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=115, type=batch_norm];
+"115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=115, type=batch_norm];
 "116 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0" [id=116, type=relu_];
 "117 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" [id=117, type=conv2d];
-"118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" [id=118, type=batch_norm];
+"118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=118, type=batch_norm];
 "119 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0" [id=119, type=relu_];
 "120 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" [id=120, type=conv2d];
-"121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" [id=121, type=batch_norm];
+"121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=121, type=batch_norm];
 "122 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0" [id=122, type=relu_];
 "123 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" [id=123, type=conv2d];
-"124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=124, type=batch_norm];
+"124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=124, type=batch_norm];
 "125 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0" [id=125, type=relu_];
 "126 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=126, type=conv2d];
-"127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=127, type=batch_norm];
+"127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=127, type=batch_norm];
 "128 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0" [id=128, type=relu_];
 "129 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=129, type=conv2d];
-"130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=130, type=batch_norm];
+"130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=130, type=batch_norm];
 "131 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0" [id=131, type=relu_];
 "132 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=132, type=conv2d];
-"133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=133, type=batch_norm];
+"133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=133, type=batch_norm];
 "134 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0" [id=134, type=relu_];
 "135 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" [id=135, type=conv2d];
-"136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" [id=136, type=batch_norm];
+"136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=136, type=batch_norm];
 "137 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0" [id=137, type=relu_];
 "138 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" [id=138, type=conv2d];
-"139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" [id=139, type=batch_norm];
+"139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" [id=139, type=batch_norm];
 "140 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0" [id=140, type=relu_];
 "141 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0" [id=141, type=avg_pool2d];
 "142 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=142, type=conv2d];
-"143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=143, type=batch_norm];
+"143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=143, type=batch_norm];
 "144 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0" [id=144, type=relu_];
 "145 Inception3/InceptionC[Mixed_6b]/cat_0" [id=145, type=cat];
 "146 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=146, type=conv2d];
-"147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=147, type=batch_norm];
+"147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=147, type=batch_norm];
 "148 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0" [id=148, type=relu_];
 "149 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" [id=149, type=conv2d];
-"150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" [id=150, type=batch_norm];
+"150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=150, type=batch_norm];
 "151 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0" [id=151, type=relu_];
 "152 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" [id=152, type=conv2d];
-"153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" [id=153, type=batch_norm];
+"153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=153, type=batch_norm];
 "154 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0" [id=154, type=relu_];
 "155 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" [id=155, type=conv2d];
-"156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=156, type=batch_norm];
+"156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=156, type=batch_norm];
 "157 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0" [id=157, type=relu_];
 "158 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=158, type=conv2d];
-"159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=159, type=batch_norm];
+"159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=159, type=batch_norm];
 "160 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0" [id=160, type=relu_];
 "161 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=161, type=conv2d];
-"162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=162, type=batch_norm];
+"162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=162, type=batch_norm];
 "163 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0" [id=163, type=relu_];
 "164 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=164, type=conv2d];
-"165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=165, type=batch_norm];
+"165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=165, type=batch_norm];
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 "167 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" [id=167, type=conv2d];
-"168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" [id=168, type=batch_norm];
+"168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=168, type=batch_norm];
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 "170 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" [id=170, type=conv2d];
-"171 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" [id=171, type=batch_norm];
+"171 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" [id=171, type=batch_norm];
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 "174 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=174, type=conv2d];
-"175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=175, type=batch_norm];
+"175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=175, type=batch_norm];
 "176 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0" [id=176, type=relu_];
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 "178 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=178, type=conv2d];
-"179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=179, type=batch_norm];
+"179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=179, type=batch_norm];
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 "181 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" [id=181, type=conv2d];
-"182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" [id=182, type=batch_norm];
+"182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=182, type=batch_norm];
 "183 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0" [id=183, type=relu_];
 "184 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" [id=184, type=conv2d];
-"185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" [id=185, type=batch_norm];
+"185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=185, type=batch_norm];
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 "187 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" [id=187, type=conv2d];
-"188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=188, type=batch_norm];
+"188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=188, type=batch_norm];
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-"191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=191, type=batch_norm];
+"191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=191, type=batch_norm];
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 "193 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=193, type=conv2d];
-"194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=194, type=batch_norm];
+"194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=194, type=batch_norm];
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 "196 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=196, type=conv2d];
-"197 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=197, type=batch_norm];
+"197 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=197, type=batch_norm];
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 "199 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" [id=199, type=conv2d];
-"200 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" [id=200, type=batch_norm];
+"200 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=200, type=batch_norm];
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-"203 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" [id=203, type=batch_norm];
+"203 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" [id=203, type=batch_norm];
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 "206 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=206, type=conv2d];
-"207 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=207, type=batch_norm];
+"207 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=207, type=batch_norm];
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-"211 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=211, type=batch_norm];
+"211 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=211, type=batch_norm];
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 "213 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" [id=213, type=conv2d];
-"214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" [id=214, type=batch_norm];
+"214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=214, type=batch_norm];
 "215 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0" [id=215, type=relu_];
 "216 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" [id=216, type=conv2d];
-"217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" [id=217, type=batch_norm];
+"217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=217, type=batch_norm];
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 "219 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" [id=219, type=conv2d];
-"220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=220, type=batch_norm];
+"220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=220, type=batch_norm];
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-"223 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=223, type=batch_norm];
+"223 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=223, type=batch_norm];
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-"226 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=226, type=batch_norm];
+"226 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=226, type=batch_norm];
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-"229 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=229, type=batch_norm];
+"229 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=229, type=batch_norm];
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-"232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" [id=232, type=batch_norm];
+"232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=232, type=batch_norm];
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-"235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" [id=235, type=batch_norm];
+"235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" [id=235, type=batch_norm];
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-"239 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=239, type=batch_norm];
+"239 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=239, type=batch_norm];
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-"243 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=243, type=batch_norm];
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-"246 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0" [id=246, type=batch_norm];
+"246 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=246, type=batch_norm];
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-"249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=249, type=batch_norm];
+"249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=249, type=batch_norm];
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-"252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0" [id=252, type=batch_norm];
+"252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=252, type=batch_norm];
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-"255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0" [id=255, type=batch_norm];
+"255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=255, type=batch_norm];
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-"258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" [id=258, type=batch_norm];
+"258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=258, type=batch_norm];
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-"269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" [id=269, type=batch_norm];
+"269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" [id=269, type=batch_norm];
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-"272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" [id=272, type=batch_norm];
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 "273 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" [id=273, type=relu_];
 "274 Inception3/InceptionE[Mixed_7b]/cat_0" [id=274, type=cat];
 "275 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=275, type=conv2d];
-"276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=276, type=batch_norm];
+"276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=276, type=batch_norm];
 "277 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=277, type=relu_];
 "278 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=278, type=conv2d];
-"279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=279, type=batch_norm];
+"279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=279, type=batch_norm];
 "280 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=280, type=relu_];
 "281 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" [id=281, type=conv2d];
-"282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=282, type=batch_norm];
+"282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=282, type=batch_norm];
 "283 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=283, type=relu_];
 "284 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [id=284, type=conv2d];
-"285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=285, type=batch_norm];
+"285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=285, type=batch_norm];
 "286 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=286, type=relu_];
 "287 Inception3/InceptionE[Mixed_7b]/cat_1" [id=287, type=cat];
 "288 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0" [id=288, type=avg_pool2d];
 "289 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=289, type=conv2d];
-"290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=290, type=batch_norm];
+"290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=290, type=batch_norm];
 "291 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" [id=291, type=relu_];
 "292 Inception3/InceptionE[Mixed_7b]/cat_2" [id=292, type=cat];
 "293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=293, type=conv2d];
-"294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=294, type=batch_norm];
+"294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=294, type=batch_norm];
 "295 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" [id=295, type=relu_];
 "296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [id=296, type=conv2d];
-"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=297, type=batch_norm];
+"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=297, type=batch_norm];
 "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" [id=298, type=relu_];
 "299 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" [id=299, type=conv2d];
-"300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" [id=300, type=batch_norm];
+"300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" [id=300, type=batch_norm];
 "301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" [id=301, type=relu_];
 "302 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" [id=302, type=conv2d];
-"303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" [id=303, type=batch_norm];
+"303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" [id=303, type=batch_norm];
 "304 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" [id=304, type=relu_];
 "305 Inception3/InceptionE[Mixed_7c]/cat_0" [id=305, type=cat];
 "306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=306, type=conv2d];
-"307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=307, type=batch_norm];
+"307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=307, type=batch_norm];
 "308 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=308, type=relu_];
 "309 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=309, type=conv2d];
-"310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=310, type=batch_norm];
+"310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=310, type=batch_norm];
 "311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=311, type=relu_];
 "312 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" [id=312, type=conv2d];
-"313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=313, type=batch_norm];
+"313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=313, type=batch_norm];
 "314 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=314, type=relu_];
 "315 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [id=315, type=conv2d];
-"316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=316, type=batch_norm];
+"316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=316, type=batch_norm];
 "317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=317, type=relu_];
 "318 Inception3/InceptionE[Mixed_7c]/cat_1" [id=318, type=cat];
 "319 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0" [id=319, type=avg_pool2d];
 "320 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=320, type=conv2d];
-"321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=321, type=batch_norm];
+"321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=321, type=batch_norm];
 "322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" [id=322, type=relu_];
 "323 Inception3/InceptionE[Mixed_7c]/cat_2" [id=323, type=cat];
 "324 Inception3/adaptive_avg_pool2d_0" [id=324, type=adaptive_avg_pool2d];
@@ -548,345 +548,345 @@ strict digraph  {
 "11 Inception3/__mul___2" -> "Inception3/__mul___2|OUT";
 "12 Inception3/__add___2" -> "Inception3/__add___2|OUT";
 "13 Inception3/cat_0" -> "14 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"14 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "15 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"15 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "16 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
+"14 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "15 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"15 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "16 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
 "16 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" -> "Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0|OUT";
-"17 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "18 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"18 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "19 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
+"17 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "18 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"18 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "19 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
 "19 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" -> "Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0|OUT";
-"20 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "21 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"21 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "22 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
+"20 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "21 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"21 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "22 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
 "22 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" -> "Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0|OUT";
 "23 Inception3/max_pool2d_0" -> "24 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
-"24 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "25 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0";
-"25 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" -> "26 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
+"24 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "25 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"25 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "26 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
 "26 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" -> "Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0|OUT";
-"27 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "28 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"28 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "29 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
+"27 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "28 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"28 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "29 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
 "29 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" -> "Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0|OUT";
 "30 Inception3/max_pool2d_1" -> "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "30 Inception3/max_pool2d_1" -> "34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
 "30 Inception3/max_pool2d_1" -> "40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "30 Inception3/max_pool2d_1" -> "49 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0";
-"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
+"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
 "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0|OUT";
-"34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
+"34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
 "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0|OUT";
-"37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
+"37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
 "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0|OUT";
-"40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0|OUT";
 "49 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0" -> "Inception3/InceptionA[Mixed_5b]/avg_pool2d_0|OUT";
-"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
+"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
 "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0|OUT";
 "53 Inception3/InceptionA[Mixed_5b]/cat_0" -> "54 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "53 Inception3/InceptionA[Mixed_5b]/cat_0" -> "57 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
 "53 Inception3/InceptionA[Mixed_5b]/cat_0" -> "63 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "53 Inception3/InceptionA[Mixed_5b]/cat_0" -> "72 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0";
-"54 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "56 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
+"54 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "56 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
 "56 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0|OUT";
-"57 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "59 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
+"57 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "59 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
 "59 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0|OUT";
-"60 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "62 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
+"60 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "62 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
 "62 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0|OUT";
-"63 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "65 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"63 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "65 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "65 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"66 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"66 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0|OUT";
 "72 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0" -> "Inception3/InceptionA[Mixed_5c]/avg_pool2d_0|OUT";
-"73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
+"73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
 "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0|OUT";
 "76 Inception3/InceptionA[Mixed_5c]/cat_0" -> "77 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "76 Inception3/InceptionA[Mixed_5c]/cat_0" -> "80 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
 "76 Inception3/InceptionA[Mixed_5c]/cat_0" -> "86 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "76 Inception3/InceptionA[Mixed_5c]/cat_0" -> "95 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0";
-"77 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "79 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
+"77 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "79 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
 "79 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0|OUT";
-"80 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "82 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
+"80 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "82 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
 "82 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0|OUT";
-"83 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "85 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
+"83 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "85 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
 "85 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0|OUT";
-"86 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "88 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"86 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "88 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "88 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"89 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "91 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"89 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "91 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "91 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"92 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "94 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"92 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "94 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "94 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0|OUT";
 "95 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0" -> "Inception3/InceptionA[Mixed_5d]/avg_pool2d_0|OUT";
-"96 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "98 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
+"96 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "98 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
 "98 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0|OUT";
 "99 Inception3/InceptionA[Mixed_5d]/cat_0" -> "100 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
 "99 Inception3/InceptionA[Mixed_5d]/cat_0" -> "103 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "99 Inception3/InceptionA[Mixed_5d]/cat_0" -> "112 Inception3/InceptionB[Mixed_6a]/max_pool2d_0";
-"100 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0";
-"101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0" -> "102 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
+"100 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "102 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
 "102 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0" -> "Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0|OUT";
-"103 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "105 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"103 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "105 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "105 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"106 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "108 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"106 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "108 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "108 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"109 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "111 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"109 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "111 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "111 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0|OUT";
 "112 Inception3/InceptionB[Mixed_6a]/max_pool2d_0" -> "113 Inception3/InceptionB[Mixed_6a]/cat_0";
 "113 Inception3/InceptionB[Mixed_6a]/cat_0" -> "114 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "113 Inception3/InceptionB[Mixed_6a]/cat_0" -> "117 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
 "113 Inception3/InceptionB[Mixed_6a]/cat_0" -> "126 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "113 Inception3/InceptionB[Mixed_6a]/cat_0" -> "141 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0";
-"114 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "116 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
+"114 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "116 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
 "116 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0|OUT";
-"117 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "119 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
+"117 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "119 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
 "119 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0|OUT";
-"120 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "122 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
+"120 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "122 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
 "122 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0|OUT";
-"123 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "125 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
+"123 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "125 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
 "125 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0|OUT";
-"126 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "128 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"126 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "128 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "128 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0|OUT";
-"129 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "131 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"129 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "131 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "131 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0|OUT";
-"132 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "134 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"132 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "134 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "134 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0|OUT";
-"135 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "137 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"135 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "137 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "137 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0|OUT";
-"138 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "140 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"138 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "140 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "140 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0|OUT";
 "141 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0" -> "Inception3/InceptionC[Mixed_6b]/avg_pool2d_0|OUT";
-"142 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "144 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
+"142 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "144 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
 "144 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0|OUT";
 "145 Inception3/InceptionC[Mixed_6b]/cat_0" -> "146 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "145 Inception3/InceptionC[Mixed_6b]/cat_0" -> "149 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
 "145 Inception3/InceptionC[Mixed_6b]/cat_0" -> "158 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "145 Inception3/InceptionC[Mixed_6b]/cat_0" -> "173 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0";
-"146 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "148 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
+"146 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "148 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
 "148 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0|OUT";
-"149 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "151 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
+"149 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "151 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
 "151 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0|OUT";
-"152 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "154 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
+"152 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "154 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
 "154 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0|OUT";
-"155 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "157 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
+"155 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "157 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
 "157 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0|OUT";
-"158 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "160 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"158 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "160 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "160 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0|OUT";
-"161 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "163 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"161 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "163 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "163 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0|OUT";
-"164 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "166 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"164 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "166 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "166 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0|OUT";
-"167 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "169 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"167 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "169 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "169 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0|OUT";
-"170 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "171 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"171 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "172 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"170 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "171 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"171 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "172 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "172 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0|OUT";
 "173 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0" -> "Inception3/InceptionC[Mixed_6c]/avg_pool2d_0|OUT";
-"174 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "176 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
+"174 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "176 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
 "176 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0|OUT";
 "177 Inception3/InceptionC[Mixed_6c]/cat_0" -> "178 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "177 Inception3/InceptionC[Mixed_6c]/cat_0" -> "181 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
 "177 Inception3/InceptionC[Mixed_6c]/cat_0" -> "190 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "177 Inception3/InceptionC[Mixed_6c]/cat_0" -> "205 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0";
-"178 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "180 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
+"178 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "180 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
 "180 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0|OUT";
-"181 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "183 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
+"181 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "183 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
 "183 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0|OUT";
-"184 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "186 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
+"184 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "186 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
 "186 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0|OUT";
-"187 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "189 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
+"187 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "189 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
 "189 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0|OUT";
-"190 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "192 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"190 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "192 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "192 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0|OUT";
-"193 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "195 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"193 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "195 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "195 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0|OUT";
-"196 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "197 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"197 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "198 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"196 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "197 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"197 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "198 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "198 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0|OUT";
-"199 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "200 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"200 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "201 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"199 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "200 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"200 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "201 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "201 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0|OUT";
-"202 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "203 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"203 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "204 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"202 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "203 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"203 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "204 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "204 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0|OUT";
 "205 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0" -> "Inception3/InceptionC[Mixed_6d]/avg_pool2d_0|OUT";
-"206 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "207 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"207 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "208 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
+"206 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "207 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"207 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "208 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
 "208 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0|OUT";
 "209 Inception3/InceptionC[Mixed_6d]/cat_0" -> "210 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "209 Inception3/InceptionC[Mixed_6d]/cat_0" -> "213 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
 "209 Inception3/InceptionC[Mixed_6d]/cat_0" -> "222 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "209 Inception3/InceptionC[Mixed_6d]/cat_0" -> "237 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0";
-"210 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "211 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"211 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "212 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
+"210 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "211 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"211 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "212 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
 "212 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0|OUT";
-"213 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "215 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
+"213 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "215 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
 "215 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0|OUT";
-"216 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "218 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
+"216 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "218 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
 "218 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0|OUT";
-"219 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "221 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
+"219 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "221 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
 "221 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0|OUT";
-"222 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "223 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"223 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "224 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"222 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "223 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"223 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "224 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "224 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0|OUT";
-"225 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "226 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"226 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "227 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"225 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "226 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"226 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "227 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "227 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0|OUT";
-"228 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "229 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"229 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "230 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"228 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "229 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"229 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "230 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "230 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0|OUT";
-"231 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "233 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"231 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "233 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "233 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0|OUT";
-"234 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "236 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"234 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "236 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "236 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0|OUT";
 "237 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0" -> "Inception3/InceptionC[Mixed_6e]/avg_pool2d_0|OUT";
-"238 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "239 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"239 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "240 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
+"238 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "239 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"239 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "240 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
 "240 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0|OUT";
 "241 Inception3/InceptionC[Mixed_6e]/cat_0" -> "242 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
 "241 Inception3/InceptionC[Mixed_6e]/cat_0" -> "248 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0";
 "241 Inception3/InceptionC[Mixed_6e]/cat_0" -> "260 Inception3/InceptionD[Mixed_7a]/max_pool2d_0";
-"242 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "243 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"243 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "244 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
+"242 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "243 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"243 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "244 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
 "244 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0|OUT";
-"245 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "246 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"246 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "247 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
+"245 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "246 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"246 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "247 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
 "247 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0|OUT";
-"248 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "250 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
+"248 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "250 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
 "250 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0|OUT";
-"251 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "253 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
+"251 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "253 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
 "253 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0|OUT";
-"254 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0";
-"255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0" -> "256 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
+"254 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "256 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
 "256 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0|OUT";
-"257 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0";
-"258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" -> "259 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
+"257 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "259 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
 "259 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0|OUT";
 "260 Inception3/InceptionD[Mixed_7a]/max_pool2d_0" -> "261 Inception3/InceptionD[Mixed_7a]/cat_0";
 "261 Inception3/InceptionD[Mixed_7a]/cat_0" -> "262 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "261 Inception3/InceptionD[Mixed_7a]/cat_0" -> "265 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
 "261 Inception3/InceptionD[Mixed_7a]/cat_0" -> "275 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "261 Inception3/InceptionD[Mixed_7a]/cat_0" -> "288 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0";
-"262 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "263 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"263 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "264 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
+"262 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "263 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"263 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "264 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
 "264 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0|OUT";
-"265 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "267 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
+"265 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "267 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
 "267 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0|OUT";
-"268 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "270 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
+"268 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "270 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
 "270 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0|OUT";
-"271 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "273 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
+"271 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "273 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
 "273 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0|OUT";
 "274 Inception3/InceptionE[Mixed_7b]/cat_0" -> "292 Inception3/InceptionE[Mixed_7b]/cat_2";
-"275 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "277 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"275 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "277 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "277 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"278 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "280 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"278 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "280 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "280 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"281 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "283 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"281 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "283 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "283 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0|OUT";
-"284 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "286 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"284 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "286 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "286 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0|OUT";
 "287 Inception3/InceptionE[Mixed_7b]/cat_1" -> "292 Inception3/InceptionE[Mixed_7b]/cat_2";
 "288 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0" -> "Inception3/InceptionE[Mixed_7b]/avg_pool2d_0|OUT";
-"289 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "291 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
+"289 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "291 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
 "291 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0|OUT";
 "292 Inception3/InceptionE[Mixed_7b]/cat_2" -> "293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "292 Inception3/InceptionE[Mixed_7b]/cat_2" -> "296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
 "292 Inception3/InceptionE[Mixed_7b]/cat_2" -> "306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "292 Inception3/InceptionE[Mixed_7b]/cat_2" -> "319 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0";
-"293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "295 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
+"293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "295 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
 "295 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0|OUT";
-"296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
+"296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
 "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0|OUT";
-"299 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
+"299 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
 "301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0|OUT";
-"302 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "304 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
+"302 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "304 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
 "304 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0|OUT";
 "305 Inception3/InceptionE[Mixed_7c]/cat_0" -> "323 Inception3/InceptionE[Mixed_7c]/cat_2";
-"306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "308 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "308 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "308 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"309 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"309 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"312 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "314 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"312 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "314 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "314 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0|OUT";
-"315 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"315 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0|OUT";
 "318 Inception3/InceptionE[Mixed_7c]/cat_1" -> "323 Inception3/InceptionE[Mixed_7c]/cat_2";
 "319 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0" -> "Inception3/InceptionE[Mixed_7c]/avg_pool2d_0|OUT";
-"320 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
+"320 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
 "322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0|OUT";
 "323 Inception3/InceptionE[Mixed_7c]/cat_2" -> "324 Inception3/adaptive_avg_pool2d_0";
 "324 Inception3/adaptive_avg_pool2d_0" -> "Inception3/adaptive_avg_pool2d_0|OUT";
diff --git a/tests/torch/data/reference_graphs/quantized/hw/CPU/mobilenet_v2.dot b/tests/torch/data/reference_graphs/quantized/hw/CPU/mobilenet_v2.dot
index 8e6ead3903e..1a068d46c84 100644
--- a/tests/torch/data/reference_graphs/quantized/hw/CPU/mobilenet_v2.dot
+++ b/tests/torch/data/reference_graphs/quantized/hw/CPU/mobilenet_v2.dot
@@ -1,156 +1,156 @@
 strict digraph  {
 "0 /nncf_model_input_0" [id=0, type=nncf_model_input];
 "1 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=1, type=conv2d];
-"2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=2, type=batch_norm];
+"2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=2, type=batch_norm];
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=3, type=hardtanh];
 "4 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=4, type=conv2d];
-"5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=5, type=batch_norm];
+"5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=5, type=batch_norm];
 "6 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=6, type=hardtanh];
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" [id=7, type=conv2d];
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" [id=8, type=batch_norm];
+"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" [id=8, type=batch_norm];
 "9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=9, type=conv2d];
-"10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=10, type=batch_norm];
+"10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=10, type=batch_norm];
 "11 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=11, type=hardtanh];
 "12 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=12, type=conv2d];
-"13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=13, type=batch_norm];
+"13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=13, type=batch_norm];
 "14 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=14, type=hardtanh];
 "15 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=15, type=conv2d];
-"16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=16, type=batch_norm];
+"16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=16, type=batch_norm];
 "17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=17, type=conv2d];
-"18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=18, type=batch_norm];
+"18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=18, type=batch_norm];
 "19 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=19, type=hardtanh];
 "20 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=20, type=conv2d];
-"21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=21, type=batch_norm];
+"21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=21, type=batch_norm];
 "22 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=22, type=hardtanh];
 "23 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=23, type=conv2d];
-"24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=24, type=batch_norm];
+"24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=24, type=batch_norm];
 "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" [id=25, type=__add__];
 "26 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=26, type=conv2d];
-"27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=27, type=batch_norm];
+"27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=27, type=batch_norm];
 "28 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=28, type=hardtanh];
 "29 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=29, type=conv2d];
-"30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=30, type=batch_norm];
+"30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=30, type=batch_norm];
 "31 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=31, type=hardtanh];
 "32 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=32, type=conv2d];
-"33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=33, type=batch_norm];
+"33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=33, type=batch_norm];
 "34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=34, type=conv2d];
-"35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=35, type=batch_norm];
+"35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=35, type=batch_norm];
 "36 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=36, type=hardtanh];
 "37 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=37, type=conv2d];
-"38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=38, type=batch_norm];
+"38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=38, type=batch_norm];
 "39 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=39, type=hardtanh];
 "40 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=40, type=conv2d];
-"41 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=41, type=batch_norm];
+"41 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=41, type=batch_norm];
 "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0" [id=42, type=__add__];
 "43 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=43, type=conv2d];
-"44 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=44, type=batch_norm];
+"44 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=44, type=batch_norm];
 "45 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=45, type=hardtanh];
 "46 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=46, type=conv2d];
-"47 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=47, type=batch_norm];
+"47 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=47, type=batch_norm];
 "48 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=48, type=hardtanh];
 "49 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=49, type=conv2d];
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 "0 /nncf_model_input_0" -> "/nncf_model_input_0|OUT";
-"1 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"1 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"4 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "6 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"4 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "6 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "6 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0";
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0|OUT";
-"9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0";
+"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0|OUT";
+"9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "11 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"12 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"12 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "14 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"15 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"15 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "19 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"20 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"20 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "22 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"23 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"23 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0|OUT";
-"26 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"26 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "28 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "31 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"32 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"32 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "36 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"37 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"37 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "39 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"40 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"41 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"40 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"41 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0|OUT";
-"43 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"44 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"43 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"44 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "45 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"46 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"47 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"46 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"47 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "48 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"49 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"50 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"49 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"50 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "51 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0|OUT";
-"52 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"53 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"52 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"53 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "54 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"55 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "56 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"56 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"55 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "56 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"56 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "57 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"58 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"60 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"61 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"58 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"60 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"61 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "62 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"63 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"64 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "65 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"63 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"64 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "65 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "65 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"66 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"67 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"66 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"67 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "68 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0|OUT";
-"69 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "70 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"70 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"69 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "70 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"70 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "71 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"72 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"73 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"72 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"73 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "74 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"75 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "76 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"76 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"75 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "76 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"76 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "77 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0|OUT";
-"78 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"79 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"78 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"79 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "80 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"81 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"82 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"81 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"82 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "83 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"84 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"85 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"84 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"85 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "86 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0|OUT";
-"87 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"88 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"87 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"88 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "89 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"90 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"91 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "92 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"90 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"91 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "92 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "92 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"93 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"94 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"95 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"96 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "97 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"93 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"94 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"95 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"96 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "97 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "97 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"98 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"99 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"98 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"99 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "100 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"101 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "102 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"102 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"101 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "102 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"102 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "103 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0|OUT";
-"104 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "106 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"104 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "106 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "106 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"107 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"108 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"107 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"108 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "109 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"110 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "111 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"111 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"110 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "111 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"111 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "112 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0|OUT";
-"113 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"114 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"113 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"114 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "115 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"116 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"117 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"116 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"117 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "118 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"119 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"120 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"121 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "122 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"122 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"119 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"120 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"121 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "122 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"122 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "123 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"124 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"125 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"124 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"125 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "126 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"127 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"128 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"127 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"128 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "129 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0|OUT";
-"130 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"131 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "132 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"130 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"131 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "132 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "132 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"133 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"134 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"133 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"134 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "135 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"136 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"137 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"136 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"137 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "138 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0|OUT";
-"139 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"140 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"139 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"140 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "141 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"142 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "143 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"143 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"142 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "143 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"143 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "144 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"145 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"146 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"147 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "148 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0";
-"148 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" -> "149 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
+"145 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"146 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"147 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "148 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0";
+"148 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" -> "149 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
 "149 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0|OUT";
 "150 MobileNetV2/adaptive_avg_pool2d_0" -> "MobileNetV2/adaptive_avg_pool2d_0|OUT";
-"151 MobileNetV2/flatten_0" -> "152 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
+"151 MobileNetV2/reshape_0" -> "152 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
 "152 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" -> "153 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "153 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" -> "154 /nncf_model_output_0";
 "/nncf_model_input_0|OUT" -> "1 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -431,34 +431,34 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "4 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0|WEIGHT" -> "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0|OUT" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0|OUT" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "12 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "12 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0|OUT" -> "26 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "26 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "40 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "40 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0|OUT" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0|OUT" -> "51 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -466,21 +466,21 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "46 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "51 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "51 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0|OUT" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "60 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "60 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "60 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0|OUT" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0|OUT" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -488,7 +488,7 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0|OUT" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0|OUT" -> "86 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -496,21 +496,21 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "81 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "86 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "86 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0|OUT" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0|OUT" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0|OUT" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -518,21 +518,21 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0|OUT" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "116 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "116 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "127 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "127 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0|OUT" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0|OUT" -> "138 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -540,16 +540,16 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "138 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "138 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0|OUT" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "147 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "147 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "147 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0|OUT" -> "150 MobileNetV2/adaptive_avg_pool2d_0";
-"MobileNetV2/adaptive_avg_pool2d_0|OUT" -> "151 MobileNetV2/flatten_0";
+"MobileNetV2/adaptive_avg_pool2d_0|OUT" -> "151 MobileNetV2/reshape_0";
 "MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0|WEIGHT" -> "153 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 }
diff --git a/tests/torch/data/reference_graphs/quantized/hw/CPU/resnet50.dot b/tests/torch/data/reference_graphs/quantized/hw/CPU/resnet50.dot
index 55e84c0b5c5..69f2c9bf518 100644
--- a/tests/torch/data/reference_graphs/quantized/hw/CPU/resnet50.dot
+++ b/tests/torch/data/reference_graphs/quantized/hw/CPU/resnet50.dot
@@ -1,175 +1,175 @@
 strict digraph  {
 "0 /nncf_model_input_0" [id=0, type=nncf_model_input];
 "1 ResNet/NNCFConv2d[conv1]/conv2d_0" [id=1, type=conv2d];
-"2 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=2, type=batch_norm];
+"2 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=2, type=batch_norm];
 "3 ResNet/relu_0" [id=3, type=relu];
 "4 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=4, type=max_pool2d];
 "5 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=5, type=conv2d];
-"6 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=6, type=batch_norm];
+"6 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=6, type=batch_norm];
 "7 ResNet/Sequential[layer1]/Bottleneck[0]/relu_0" [id=7, type=relu];
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=8, type=conv2d];
-"9 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=9, type=batch_norm];
+"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=9, type=batch_norm];
 "10 ResNet/Sequential[layer1]/Bottleneck[0]/relu_1" [id=10, type=relu];
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [id=11, type=conv2d];
-"12 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=12, type=batch_norm];
+"12 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=12, type=batch_norm];
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=13, type=conv2d];
-"14 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=14, type=batch_norm];
+"14 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=14, type=batch_norm];
 "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" [id=15, type=__iadd__];
 "16 ResNet/Sequential[layer1]/Bottleneck[0]/relu_2" [id=16, type=relu];
 "17 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=17, type=conv2d];
-"18 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=18, type=batch_norm];
+"18 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=18, type=batch_norm];
 "19 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0" [id=19, type=relu];
 "20 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=20, type=conv2d];
-"21 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=21, type=batch_norm];
+"21 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=21, type=batch_norm];
 "22 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1" [id=22, type=relu];
 "23 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [id=23, type=conv2d];
-"24 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=24, type=batch_norm];
+"24 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=24, type=batch_norm];
 "25 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" [id=25, type=__iadd__];
 "26 ResNet/Sequential[layer1]/Bottleneck[1]/relu_2" [id=26, type=relu];
 "27 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=27, type=conv2d];
-"28 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=28, type=batch_norm];
+"28 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=28, type=batch_norm];
 "29 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0" [id=29, type=relu];
 "30 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=30, type=conv2d];
-"31 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=31, type=batch_norm];
+"31 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=31, type=batch_norm];
 "32 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1" [id=32, type=relu];
 "33 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [id=33, type=conv2d];
-"34 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=34, type=batch_norm];
+"34 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=34, type=batch_norm];
 "35 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" [id=35, type=__iadd__];
 "36 ResNet/Sequential[layer1]/Bottleneck[2]/relu_2" [id=36, type=relu];
 "37 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=37, type=conv2d];
-"38 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=38, type=batch_norm];
+"38 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=38, type=batch_norm];
 "39 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0" [id=39, type=relu];
 "40 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=40, type=conv2d];
-"41 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=41, type=batch_norm];
+"41 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=41, type=batch_norm];
 "42 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1" [id=42, type=relu];
 "43 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [id=43, type=conv2d];
-"44 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=44, type=batch_norm];
+"44 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=44, type=batch_norm];
 "45 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=45, type=conv2d];
-"46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=46, type=batch_norm];
+"46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=46, type=batch_norm];
 "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" [id=47, type=__iadd__];
 "48 ResNet/Sequential[layer2]/Bottleneck[0]/relu_2" [id=48, type=relu];
 "49 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=49, type=conv2d];
-"50 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=50, type=batch_norm];
+"50 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=50, type=batch_norm];
 "51 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0" [id=51, type=relu];
 "52 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=52, type=conv2d];
-"53 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=53, type=batch_norm];
+"53 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=53, type=batch_norm];
 "54 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1" [id=54, type=relu];
 "55 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [id=55, type=conv2d];
-"56 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=56, type=batch_norm];
+"56 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=56, type=batch_norm];
 "57 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" [id=57, type=__iadd__];
 "58 ResNet/Sequential[layer2]/Bottleneck[1]/relu_2" [id=58, type=relu];
 "59 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=59, type=conv2d];
-"60 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=60, type=batch_norm];
+"60 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=60, type=batch_norm];
 "61 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0" [id=61, type=relu];
 "62 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=62, type=conv2d];
-"63 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=63, type=batch_norm];
+"63 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=63, type=batch_norm];
 "64 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1" [id=64, type=relu];
 "65 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [id=65, type=conv2d];
-"66 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=66, type=batch_norm];
+"66 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=66, type=batch_norm];
 "67 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0" [id=67, type=__iadd__];
 "68 ResNet/Sequential[layer2]/Bottleneck[2]/relu_2" [id=68, type=relu];
 "69 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" [id=69, type=conv2d];
-"70 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" [id=70, type=batch_norm];
+"70 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=70, type=batch_norm];
 "71 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0" [id=71, type=relu];
 "72 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" [id=72, type=conv2d];
-"73 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" [id=73, type=batch_norm];
+"73 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=73, type=batch_norm];
 "74 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1" [id=74, type=relu];
 "75 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" [id=75, type=conv2d];
-"76 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" [id=76, type=batch_norm];
+"76 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" [id=76, type=batch_norm];
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-"24 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"23 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"24 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "25 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" -> "26 ResNet/Sequential[layer1]/Bottleneck[1]/relu_2";
 "26 ResNet/Sequential[layer1]/Bottleneck[1]/relu_2" -> "ResNet/Sequential[layer1]/Bottleneck[1]/relu_2|OUT";
-"27 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "28 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"28 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "29 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0";
+"27 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "28 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"28 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "29 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0";
 "29 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0" -> "ResNet/Sequential[layer1]/Bottleneck[2]/relu_0|OUT";
-"30 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"31 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1";
+"30 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"31 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1";
 "32 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1" -> "ResNet/Sequential[layer1]/Bottleneck[2]/relu_1|OUT";
-"33 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "34 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"34 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"33 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "34 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"34 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "35 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" -> "36 ResNet/Sequential[layer1]/Bottleneck[2]/relu_2";
 "36 ResNet/Sequential[layer1]/Bottleneck[2]/relu_2" -> "ResNet/Sequential[layer1]/Bottleneck[2]/relu_2|OUT";
-"37 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "38 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"38 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "39 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0";
+"37 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "38 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"38 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "39 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0";
 "39 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0" -> "ResNet/Sequential[layer2]/Bottleneck[0]/relu_0|OUT";
-"40 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "41 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"41 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "42 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1";
+"40 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "41 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"41 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "42 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1";
 "42 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1" -> "ResNet/Sequential[layer2]/Bottleneck[0]/relu_1|OUT";
-"43 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "44 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"44 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT";
-"45 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT";
+"43 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "44 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"44 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
+"45 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT";
 "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" -> "48 ResNet/Sequential[layer2]/Bottleneck[0]/relu_2";
 "48 ResNet/Sequential[layer2]/Bottleneck[0]/relu_2" -> "ResNet/Sequential[layer2]/Bottleneck[0]/relu_2|OUT";
-"49 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "50 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"50 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "51 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0";
+"49 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "50 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"50 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "51 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0";
 "51 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0" -> "ResNet/Sequential[layer2]/Bottleneck[1]/relu_0|OUT";
-"52 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "53 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"53 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "54 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1";
+"52 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "53 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"53 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "54 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1";
 "54 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1" -> "ResNet/Sequential[layer2]/Bottleneck[1]/relu_1|OUT";
-"55 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "56 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"56 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"55 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "56 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"56 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "57 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" -> "58 ResNet/Sequential[layer2]/Bottleneck[1]/relu_2";
 "58 ResNet/Sequential[layer2]/Bottleneck[1]/relu_2" -> "ResNet/Sequential[layer2]/Bottleneck[1]/relu_2|OUT";
-"59 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "60 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"60 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "61 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0";
+"59 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "60 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"60 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "61 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0";
 "61 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0" -> "ResNet/Sequential[layer2]/Bottleneck[2]/relu_0|OUT";
-"62 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "63 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"63 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "64 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1";
+"62 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "63 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"63 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "64 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1";
 "64 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1" -> "ResNet/Sequential[layer2]/Bottleneck[2]/relu_1|OUT";
-"65 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"66 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"65 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"66 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "67 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0" -> "68 ResNet/Sequential[layer2]/Bottleneck[2]/relu_2";
 "68 ResNet/Sequential[layer2]/Bottleneck[2]/relu_2" -> "ResNet/Sequential[layer2]/Bottleneck[2]/relu_2|OUT";
-"69 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"70 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0";
+"69 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"70 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0";
 "71 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0" -> "ResNet/Sequential[layer2]/Bottleneck[3]/relu_0|OUT";
-"72 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"73 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "74 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1";
+"72 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"73 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "74 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1";
 "74 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1" -> "ResNet/Sequential[layer2]/Bottleneck[3]/relu_1|OUT";
-"75 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"76 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"75 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"76 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "77 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0" -> "78 ResNet/Sequential[layer2]/Bottleneck[3]/relu_2";
 "78 ResNet/Sequential[layer2]/Bottleneck[3]/relu_2" -> "ResNet/Sequential[layer2]/Bottleneck[3]/relu_2|OUT";
-"79 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "80 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"80 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "81 ResNet/Sequential[layer3]/Bottleneck[0]/relu_0";
+"79 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "80 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"80 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "81 ResNet/Sequential[layer3]/Bottleneck[0]/relu_0";
 "81 ResNet/Sequential[layer3]/Bottleneck[0]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[0]/relu_0|OUT";
-"82 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "83 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"83 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "84 ResNet/Sequential[layer3]/Bottleneck[0]/relu_1";
+"82 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "83 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"83 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "84 ResNet/Sequential[layer3]/Bottleneck[0]/relu_1";
 "84 ResNet/Sequential[layer3]/Bottleneck[0]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[0]/relu_1|OUT";
-"85 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "86 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"86 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT";
-"87 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "88 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"88 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT";
+"85 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "86 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"86 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
+"87 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "88 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"88 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT";
 "89 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0" -> "90 ResNet/Sequential[layer3]/Bottleneck[0]/relu_2";
 "90 ResNet/Sequential[layer3]/Bottleneck[0]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[0]/relu_2|OUT";
-"91 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "92 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"92 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "93 ResNet/Sequential[layer3]/Bottleneck[1]/relu_0";
+"91 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "92 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"92 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "93 ResNet/Sequential[layer3]/Bottleneck[1]/relu_0";
 "93 ResNet/Sequential[layer3]/Bottleneck[1]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[1]/relu_0|OUT";
-"94 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "95 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"95 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "96 ResNet/Sequential[layer3]/Bottleneck[1]/relu_1";
+"94 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "95 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"95 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "96 ResNet/Sequential[layer3]/Bottleneck[1]/relu_1";
 "96 ResNet/Sequential[layer3]/Bottleneck[1]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[1]/relu_1|OUT";
-"97 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "98 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"98 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"97 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "98 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"98 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "99 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0" -> "100 ResNet/Sequential[layer3]/Bottleneck[1]/relu_2";
 "100 ResNet/Sequential[layer3]/Bottleneck[1]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[1]/relu_2|OUT";
-"101 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "102 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"102 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "103 ResNet/Sequential[layer3]/Bottleneck[2]/relu_0";
+"101 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "102 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"102 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "103 ResNet/Sequential[layer3]/Bottleneck[2]/relu_0";
 "103 ResNet/Sequential[layer3]/Bottleneck[2]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[2]/relu_0|OUT";
-"104 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "105 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"105 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "106 ResNet/Sequential[layer3]/Bottleneck[2]/relu_1";
+"104 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "105 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"105 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "106 ResNet/Sequential[layer3]/Bottleneck[2]/relu_1";
 "106 ResNet/Sequential[layer3]/Bottleneck[2]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[2]/relu_1|OUT";
-"107 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "108 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"108 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"107 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "108 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"108 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "109 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0" -> "110 ResNet/Sequential[layer3]/Bottleneck[2]/relu_2";
 "110 ResNet/Sequential[layer3]/Bottleneck[2]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[2]/relu_2|OUT";
-"111 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "112 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"112 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "113 ResNet/Sequential[layer3]/Bottleneck[3]/relu_0";
+"111 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "112 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"112 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "113 ResNet/Sequential[layer3]/Bottleneck[3]/relu_0";
 "113 ResNet/Sequential[layer3]/Bottleneck[3]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[3]/relu_0|OUT";
-"114 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "115 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"115 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "116 ResNet/Sequential[layer3]/Bottleneck[3]/relu_1";
+"114 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "115 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"115 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "116 ResNet/Sequential[layer3]/Bottleneck[3]/relu_1";
 "116 ResNet/Sequential[layer3]/Bottleneck[3]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[3]/relu_1|OUT";
-"117 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "118 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"118 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"117 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "118 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"118 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "119 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0" -> "120 ResNet/Sequential[layer3]/Bottleneck[3]/relu_2";
 "120 ResNet/Sequential[layer3]/Bottleneck[3]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[3]/relu_2|OUT";
-"121 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "122 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
-"122 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "123 ResNet/Sequential[layer3]/Bottleneck[4]/relu_0";
+"121 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "122 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"122 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "123 ResNet/Sequential[layer3]/Bottleneck[4]/relu_0";
 "123 ResNet/Sequential[layer3]/Bottleneck[4]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[4]/relu_0|OUT";
-"124 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "125 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"125 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "126 ResNet/Sequential[layer3]/Bottleneck[4]/relu_1";
+"124 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "125 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"125 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "126 ResNet/Sequential[layer3]/Bottleneck[4]/relu_1";
 "126 ResNet/Sequential[layer3]/Bottleneck[4]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[4]/relu_1|OUT";
-"127 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "128 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"128 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"127 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "128 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"128 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "129 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0" -> "130 ResNet/Sequential[layer3]/Bottleneck[4]/relu_2";
 "130 ResNet/Sequential[layer3]/Bottleneck[4]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[4]/relu_2|OUT";
-"131 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "132 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
-"132 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "133 ResNet/Sequential[layer3]/Bottleneck[5]/relu_0";
+"131 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "132 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"132 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "133 ResNet/Sequential[layer3]/Bottleneck[5]/relu_0";
 "133 ResNet/Sequential[layer3]/Bottleneck[5]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[5]/relu_0|OUT";
-"134 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "135 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"135 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "136 ResNet/Sequential[layer3]/Bottleneck[5]/relu_1";
+"134 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "135 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"135 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "136 ResNet/Sequential[layer3]/Bottleneck[5]/relu_1";
 "136 ResNet/Sequential[layer3]/Bottleneck[5]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[5]/relu_1|OUT";
-"137 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "138 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"138 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"137 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "138 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"138 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "139 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0" -> "140 ResNet/Sequential[layer3]/Bottleneck[5]/relu_2";
 "140 ResNet/Sequential[layer3]/Bottleneck[5]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[5]/relu_2|OUT";
-"141 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "142 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"142 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "143 ResNet/Sequential[layer4]/Bottleneck[0]/relu_0";
+"141 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "142 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"142 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "143 ResNet/Sequential[layer4]/Bottleneck[0]/relu_0";
 "143 ResNet/Sequential[layer4]/Bottleneck[0]/relu_0" -> "ResNet/Sequential[layer4]/Bottleneck[0]/relu_0|OUT";
-"144 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "145 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"145 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "146 ResNet/Sequential[layer4]/Bottleneck[0]/relu_1";
+"144 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "145 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"145 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "146 ResNet/Sequential[layer4]/Bottleneck[0]/relu_1";
 "146 ResNet/Sequential[layer4]/Bottleneck[0]/relu_1" -> "ResNet/Sequential[layer4]/Bottleneck[0]/relu_1|OUT";
-"147 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "148 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"148 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT";
-"149 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "150 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"150 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT";
+"147 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "148 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"148 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
+"149 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "150 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"150 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT";
 "151 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" -> "152 ResNet/Sequential[layer4]/Bottleneck[0]/relu_2";
 "152 ResNet/Sequential[layer4]/Bottleneck[0]/relu_2" -> "ResNet/Sequential[layer4]/Bottleneck[0]/relu_2|OUT";
-"153 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "154 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"154 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "155 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0";
+"153 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "154 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"154 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "155 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0";
 "155 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0" -> "ResNet/Sequential[layer4]/Bottleneck[1]/relu_0|OUT";
-"156 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "157 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"157 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "158 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1";
+"156 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "157 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"157 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "158 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1";
 "158 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1" -> "ResNet/Sequential[layer4]/Bottleneck[1]/relu_1|OUT";
-"159 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "160 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"160 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"159 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "160 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"160 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "161 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" -> "162 ResNet/Sequential[layer4]/Bottleneck[1]/relu_2";
 "162 ResNet/Sequential[layer4]/Bottleneck[1]/relu_2" -> "ResNet/Sequential[layer4]/Bottleneck[1]/relu_2|OUT";
-"163 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "164 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"164 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "165 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0";
+"163 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "164 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"164 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "165 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0";
 "165 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0" -> "ResNet/Sequential[layer4]/Bottleneck[2]/relu_0|OUT";
-"166 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "167 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"167 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "168 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1";
+"166 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "167 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"167 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "168 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1";
 "168 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1" -> "ResNet/Sequential[layer4]/Bottleneck[2]/relu_1|OUT";
-"169 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "170 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"170 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"169 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "170 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"170 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "171 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" -> "172 ResNet/Sequential[layer4]/Bottleneck[2]/relu_2";
 "172 ResNet/Sequential[layer4]/Bottleneck[2]/relu_2" -> "ResNet/Sequential[layer4]/Bottleneck[2]/relu_2|OUT";
 "173 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0" -> "ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0|OUT";
@@ -486,9 +486,9 @@ strict digraph  {
 "ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[0]/relu_1|OUT" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "13 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[0]/relu_2|OUT" -> "17 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[0]/relu_2|OUT" -> "25 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "17 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
@@ -496,7 +496,7 @@ strict digraph  {
 "ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "20 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[1]/relu_1|OUT" -> "23 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "23 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "25 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
+"ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "25 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[1]/relu_2|OUT" -> "27 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[1]/relu_2|OUT" -> "35 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "27 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
@@ -504,7 +504,7 @@ strict digraph  {
 "ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "30 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[2]/relu_1|OUT" -> "33 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "33 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "35 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
+"ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "35 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[2]/relu_2|OUT" -> "37 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[2]/relu_2|OUT" -> "45 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "37 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -512,9 +512,9 @@ strict digraph  {
 "ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "40 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/relu_1|OUT" -> "43 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "43 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "45 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT" -> "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT" -> "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/relu_2|OUT" -> "49 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/relu_2|OUT" -> "57 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "49 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
@@ -522,7 +522,7 @@ strict digraph  {
 "ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "52 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[1]/relu_1|OUT" -> "55 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "55 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "57 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
+"ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "57 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[1]/relu_2|OUT" -> "59 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[1]/relu_2|OUT" -> "67 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "59 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
@@ -530,7 +530,7 @@ strict digraph  {
 "ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "62 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[2]/relu_1|OUT" -> "65 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "65 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "67 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
+"ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "67 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[2]/relu_2|OUT" -> "69 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[2]/relu_2|OUT" -> "77 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "69 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
@@ -538,7 +538,7 @@ strict digraph  {
 "ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "72 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[3]/relu_1|OUT" -> "75 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "75 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "77 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
+"ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "77 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[3]/relu_2|OUT" -> "79 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[3]/relu_2|OUT" -> "87 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "79 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -546,9 +546,9 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "82 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/relu_1|OUT" -> "85 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "85 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "89 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "89 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "87 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT" -> "89 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT" -> "89 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/relu_2|OUT" -> "91 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/relu_2|OUT" -> "99 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "91 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
@@ -556,7 +556,7 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "94 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[1]/relu_1|OUT" -> "97 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "97 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "99 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "99 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[1]/relu_2|OUT" -> "101 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[1]/relu_2|OUT" -> "109 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "101 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
@@ -564,7 +564,7 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "104 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[2]/relu_1|OUT" -> "107 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "107 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "109 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "109 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[2]/relu_2|OUT" -> "111 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[2]/relu_2|OUT" -> "119 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "111 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
@@ -572,7 +572,7 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "114 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[3]/relu_1|OUT" -> "117 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "117 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "119 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "119 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[3]/relu_2|OUT" -> "121 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[3]/relu_2|OUT" -> "129 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "121 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
@@ -580,7 +580,7 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "124 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[4]/relu_1|OUT" -> "127 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "127 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "129 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "129 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[4]/relu_2|OUT" -> "131 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[4]/relu_2|OUT" -> "139 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "131 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
@@ -588,7 +588,7 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "134 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[5]/relu_1|OUT" -> "137 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "137 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "139 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "139 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[5]/relu_2|OUT" -> "141 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[5]/relu_2|OUT" -> "149 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "141 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -596,9 +596,9 @@ strict digraph  {
 "ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "144 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/relu_1|OUT" -> "147 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "147 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "151 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "151 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "149 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT" -> "151 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT" -> "151 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/relu_2|OUT" -> "153 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/relu_2|OUT" -> "161 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "153 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
@@ -606,7 +606,7 @@ strict digraph  {
 "ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "156 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[1]/relu_1|OUT" -> "159 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "159 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "161 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
+"ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "161 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[1]/relu_2|OUT" -> "163 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[1]/relu_2|OUT" -> "171 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "163 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
@@ -614,7 +614,7 @@ strict digraph  {
 "ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "166 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[2]/relu_1|OUT" -> "169 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "169 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "171 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
+"ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "171 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[2]/relu_2|OUT" -> "173 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
 "ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0|OUT" -> "174 ResNet/flatten_0";
 "ResNet/NNCFLinear[linear]/linear_0|WEIGHT" -> "175 ResNet/NNCFLinear[linear]/linear_0";
diff --git a/tests/torch/data/reference_graphs/quantized/hw/GPU/inception_v3.dot b/tests/torch/data/reference_graphs/quantized/hw/GPU/inception_v3.dot
index c145e9fd504..35e63cafb28 100644
--- a/tests/torch/data/reference_graphs/quantized/hw/GPU/inception_v3.dot
+++ b/tests/torch/data/reference_graphs/quantized/hw/GPU/inception_v3.dot
@@ -14,313 +14,313 @@ strict digraph  {
 "12 Inception3/__add___2" [id=12, type=__add__];
 "13 Inception3/cat_0" [id=13, type=cat];
 "14 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" [id=14, type=conv2d];
-"15 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=15, type=batch_norm];
+"15 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=15, type=batch_norm];
 "16 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" [id=16, type=relu_];
 "17 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" [id=17, type=conv2d];
-"18 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=18, type=batch_norm];
+"18 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=18, type=batch_norm];
 "19 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" [id=19, type=relu_];
 "20 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" [id=20, type=conv2d];
-"21 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=21, type=batch_norm];
+"21 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=21, type=batch_norm];
 "22 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" [id=22, type=relu_];
 "23 Inception3/max_pool2d_0" [id=23, type=max_pool2d];
 "24 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" [id=24, type=conv2d];
-"25 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" [id=25, type=batch_norm];
+"25 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=25, type=batch_norm];
 "26 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" [id=26, type=relu_];
 "27 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" [id=27, type=conv2d];
-"28 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=28, type=batch_norm];
+"28 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=28, type=batch_norm];
 "29 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" [id=29, type=relu_];
 "30 Inception3/max_pool2d_1" [id=30, type=max_pool2d];
 "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=31, type=conv2d];
-"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=32, type=batch_norm];
+"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=32, type=batch_norm];
 "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" [id=33, type=relu_];
 "34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" [id=34, type=conv2d];
-"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" [id=35, type=batch_norm];
+"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=35, type=batch_norm];
 "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" [id=36, type=relu_];
 "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" [id=37, type=conv2d];
-"38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" [id=38, type=batch_norm];
+"38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=38, type=batch_norm];
 "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" [id=39, type=relu_];
 "40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=40, type=conv2d];
-"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=41, type=batch_norm];
+"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=41, type=batch_norm];
 "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=42, type=relu_];
 "43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=43, type=conv2d];
-"44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=44, type=batch_norm];
+"44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=44, type=batch_norm];
 "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=45, type=relu_];
 "46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=46, type=conv2d];
-"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=47, type=batch_norm];
+"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=47, type=batch_norm];
 "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0" [id=48, type=relu_];
 "49 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0" [id=49, type=avg_pool2d];
 "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=50, type=conv2d];
-"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=51, type=batch_norm];
+"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=51, type=batch_norm];
 "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0" [id=52, type=relu_];
 "53 Inception3/InceptionA[Mixed_5b]/cat_0" [id=53, type=cat];
 "54 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=54, type=conv2d];
-"55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=55, type=batch_norm];
+"55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=55, type=batch_norm];
 "56 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0" [id=56, type=relu_];
 "57 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" [id=57, type=conv2d];
-"58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" [id=58, type=batch_norm];
+"58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=58, type=batch_norm];
 "59 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0" [id=59, type=relu_];
 "60 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" [id=60, type=conv2d];
-"61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" [id=61, type=batch_norm];
+"61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=61, type=batch_norm];
 "62 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0" [id=62, type=relu_];
 "63 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=63, type=conv2d];
-"64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=64, type=batch_norm];
+"64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=64, type=batch_norm];
 "65 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=65, type=relu_];
 "66 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=66, type=conv2d];
-"67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=67, type=batch_norm];
+"67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=67, type=batch_norm];
 "68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=68, type=relu_];
 "69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=69, type=conv2d];
-"70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=70, type=batch_norm];
+"70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=70, type=batch_norm];
 "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0" [id=71, type=relu_];
 "72 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0" [id=72, type=avg_pool2d];
 "73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=73, type=conv2d];
-"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=74, type=batch_norm];
+"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=74, type=batch_norm];
 "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0" [id=75, type=relu_];
 "76 Inception3/InceptionA[Mixed_5c]/cat_0" [id=76, type=cat];
 "77 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=77, type=conv2d];
-"78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=78, type=batch_norm];
+"78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=78, type=batch_norm];
 "79 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0" [id=79, type=relu_];
 "80 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" [id=80, type=conv2d];
-"81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" [id=81, type=batch_norm];
+"81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=81, type=batch_norm];
 "82 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0" [id=82, type=relu_];
 "83 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" [id=83, type=conv2d];
-"84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" [id=84, type=batch_norm];
+"84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=84, type=batch_norm];
 "85 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0" [id=85, type=relu_];
 "86 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=86, type=conv2d];
-"87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=87, type=batch_norm];
+"87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=87, type=batch_norm];
 "88 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=88, type=relu_];
 "89 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=89, type=conv2d];
-"90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=90, type=batch_norm];
+"90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=90, type=batch_norm];
 "91 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=91, type=relu_];
 "92 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=92, type=conv2d];
-"93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=93, type=batch_norm];
+"93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=93, type=batch_norm];
 "94 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0" [id=94, type=relu_];
 "95 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0" [id=95, type=avg_pool2d];
 "96 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=96, type=conv2d];
-"97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=97, type=batch_norm];
+"97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=97, type=batch_norm];
 "98 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0" [id=98, type=relu_];
 "99 Inception3/InceptionA[Mixed_5d]/cat_0" [id=99, type=cat];
 "100 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" [id=100, type=conv2d];
-"101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0" [id=101, type=batch_norm];
+"101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=101, type=batch_norm];
 "102 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0" [id=102, type=relu_];
 "103 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=103, type=conv2d];
-"104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=104, type=batch_norm];
+"104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=104, type=batch_norm];
 "105 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=105, type=relu_];
 "106 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=106, type=conv2d];
-"107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=107, type=batch_norm];
+"107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=107, type=batch_norm];
 "108 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=108, type=relu_];
 "109 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=109, type=conv2d];
-"110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=110, type=batch_norm];
+"110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=110, type=batch_norm];
 "111 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0" [id=111, type=relu_];
 "112 Inception3/InceptionB[Mixed_6a]/max_pool2d_0" [id=112, type=max_pool2d];
 "113 Inception3/InceptionB[Mixed_6a]/cat_0" [id=113, type=cat];
 "114 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=114, type=conv2d];
-"115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=115, type=batch_norm];
+"115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=115, type=batch_norm];
 "116 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0" [id=116, type=relu_];
 "117 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" [id=117, type=conv2d];
-"118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" [id=118, type=batch_norm];
+"118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=118, type=batch_norm];
 "119 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0" [id=119, type=relu_];
 "120 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" [id=120, type=conv2d];
-"121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" [id=121, type=batch_norm];
+"121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=121, type=batch_norm];
 "122 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0" [id=122, type=relu_];
 "123 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" [id=123, type=conv2d];
-"124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=124, type=batch_norm];
+"124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=124, type=batch_norm];
 "125 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0" [id=125, type=relu_];
 "126 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=126, type=conv2d];
-"127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=127, type=batch_norm];
+"127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=127, type=batch_norm];
 "128 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0" [id=128, type=relu_];
 "129 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=129, type=conv2d];
-"130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=130, type=batch_norm];
+"130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=130, type=batch_norm];
 "131 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0" [id=131, type=relu_];
 "132 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=132, type=conv2d];
-"133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=133, type=batch_norm];
+"133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=133, type=batch_norm];
 "134 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0" [id=134, type=relu_];
 "135 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" [id=135, type=conv2d];
-"136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" [id=136, type=batch_norm];
+"136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=136, type=batch_norm];
 "137 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0" [id=137, type=relu_];
 "138 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" [id=138, type=conv2d];
-"139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" [id=139, type=batch_norm];
+"139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" [id=139, type=batch_norm];
 "140 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0" [id=140, type=relu_];
 "141 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0" [id=141, type=avg_pool2d];
 "142 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=142, type=conv2d];
-"143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=143, type=batch_norm];
+"143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=143, type=batch_norm];
 "144 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0" [id=144, type=relu_];
 "145 Inception3/InceptionC[Mixed_6b]/cat_0" [id=145, type=cat];
 "146 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=146, type=conv2d];
-"147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=147, type=batch_norm];
+"147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=147, type=batch_norm];
 "148 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0" [id=148, type=relu_];
 "149 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" [id=149, type=conv2d];
-"150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" [id=150, type=batch_norm];
+"150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=150, type=batch_norm];
 "151 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0" [id=151, type=relu_];
 "152 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" [id=152, type=conv2d];
-"153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" [id=153, type=batch_norm];
+"153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=153, type=batch_norm];
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 "155 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" [id=155, type=conv2d];
-"156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=156, type=batch_norm];
+"156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=156, type=batch_norm];
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 "158 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=158, type=conv2d];
-"159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=159, type=batch_norm];
+"159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=159, type=batch_norm];
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 "161 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=161, type=conv2d];
-"162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=162, type=batch_norm];
+"162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=162, type=batch_norm];
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 "164 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=164, type=conv2d];
-"165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=165, type=batch_norm];
+"165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=165, type=batch_norm];
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-"168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" [id=168, type=batch_norm];
+"168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=168, type=batch_norm];
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-"171 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" [id=171, type=batch_norm];
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-"175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=175, type=batch_norm];
+"175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=175, type=batch_norm];
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-"179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=179, type=batch_norm];
+"179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=179, type=batch_norm];
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-"182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" [id=182, type=batch_norm];
+"182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=182, type=batch_norm];
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 "184 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" [id=184, type=conv2d];
-"185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" [id=185, type=batch_norm];
+"185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=185, type=batch_norm];
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-"188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=188, type=batch_norm];
+"188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=188, type=batch_norm];
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+"191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=191, type=batch_norm];
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+"194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=194, type=batch_norm];
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-"214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" [id=214, type=batch_norm];
+"214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=214, type=batch_norm];
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-"217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" [id=217, type=batch_norm];
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-"220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=220, type=batch_norm];
+"220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=220, type=batch_norm];
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-"226 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=226, type=batch_norm];
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-"229 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=229, type=batch_norm];
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-"232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" [id=232, type=batch_norm];
+"232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=232, type=batch_norm];
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-"235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" [id=235, type=batch_norm];
+"235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" [id=235, type=batch_norm];
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-"249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=249, type=batch_norm];
+"249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=249, type=batch_norm];
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+"252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=252, type=batch_norm];
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-"255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0" [id=255, type=batch_norm];
+"255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=255, type=batch_norm];
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-"258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" [id=258, type=batch_norm];
+"258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=258, type=batch_norm];
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 "264 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0" [id=264, type=relu_];
 "265 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [id=265, type=conv2d];
-"266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=266, type=batch_norm];
+"266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=266, type=batch_norm];
 "267 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0" [id=267, type=relu_];
 "268 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" [id=268, type=conv2d];
-"269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" [id=269, type=batch_norm];
+"269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" [id=269, type=batch_norm];
 "270 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0" [id=270, type=relu_];
 "271 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" [id=271, type=conv2d];
-"272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" [id=272, type=batch_norm];
+"272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" [id=272, type=batch_norm];
 "273 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" [id=273, type=relu_];
 "274 Inception3/InceptionE[Mixed_7b]/cat_0" [id=274, type=cat];
 "275 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=275, type=conv2d];
-"276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=276, type=batch_norm];
+"276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=276, type=batch_norm];
 "277 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=277, type=relu_];
 "278 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=278, type=conv2d];
-"279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=279, type=batch_norm];
+"279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=279, type=batch_norm];
 "280 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=280, type=relu_];
 "281 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" [id=281, type=conv2d];
-"282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=282, type=batch_norm];
+"282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=282, type=batch_norm];
 "283 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=283, type=relu_];
 "284 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [id=284, type=conv2d];
-"285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=285, type=batch_norm];
+"285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=285, type=batch_norm];
 "286 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=286, type=relu_];
 "287 Inception3/InceptionE[Mixed_7b]/cat_1" [id=287, type=cat];
 "288 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0" [id=288, type=avg_pool2d];
 "289 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=289, type=conv2d];
-"290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=290, type=batch_norm];
+"290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=290, type=batch_norm];
 "291 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" [id=291, type=relu_];
 "292 Inception3/InceptionE[Mixed_7b]/cat_2" [id=292, type=cat];
 "293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=293, type=conv2d];
-"294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=294, type=batch_norm];
+"294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=294, type=batch_norm];
 "295 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" [id=295, type=relu_];
 "296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [id=296, type=conv2d];
-"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=297, type=batch_norm];
+"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=297, type=batch_norm];
 "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" [id=298, type=relu_];
 "299 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" [id=299, type=conv2d];
-"300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" [id=300, type=batch_norm];
+"300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" [id=300, type=batch_norm];
 "301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" [id=301, type=relu_];
 "302 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" [id=302, type=conv2d];
-"303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" [id=303, type=batch_norm];
+"303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" [id=303, type=batch_norm];
 "304 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" [id=304, type=relu_];
 "305 Inception3/InceptionE[Mixed_7c]/cat_0" [id=305, type=cat];
 "306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=306, type=conv2d];
-"307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=307, type=batch_norm];
+"307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=307, type=batch_norm];
 "308 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=308, type=relu_];
 "309 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=309, type=conv2d];
-"310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=310, type=batch_norm];
+"310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=310, type=batch_norm];
 "311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=311, type=relu_];
 "312 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" [id=312, type=conv2d];
-"313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=313, type=batch_norm];
+"313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=313, type=batch_norm];
 "314 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=314, type=relu_];
 "315 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [id=315, type=conv2d];
-"316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=316, type=batch_norm];
+"316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=316, type=batch_norm];
 "317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=317, type=relu_];
 "318 Inception3/InceptionE[Mixed_7c]/cat_1" [id=318, type=cat];
 "319 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0" [id=319, type=avg_pool2d];
 "320 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=320, type=conv2d];
-"321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=321, type=batch_norm];
+"321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=321, type=batch_norm];
 "322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" [id=322, type=relu_];
 "323 Inception3/InceptionE[Mixed_7c]/cat_2" [id=323, type=cat];
 "324 Inception3/adaptive_avg_pool2d_0" [id=324, type=adaptive_avg_pool2d];
@@ -548,345 +548,345 @@ strict digraph  {
 "11 Inception3/__mul___2" -> "Inception3/__mul___2|OUT";
 "12 Inception3/__add___2" -> "Inception3/__add___2|OUT";
 "13 Inception3/cat_0" -> "14 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"14 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "15 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"15 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "16 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
+"14 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "15 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"15 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "16 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
 "16 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" -> "Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0|OUT";
-"17 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "18 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"18 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "19 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
+"17 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "18 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"18 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "19 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
 "19 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" -> "Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0|OUT";
-"20 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "21 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"21 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "22 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
+"20 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "21 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"21 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "22 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
 "22 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" -> "Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0|OUT";
 "23 Inception3/max_pool2d_0" -> "24 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
-"24 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "25 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0";
-"25 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" -> "26 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
+"24 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "25 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"25 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "26 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
 "26 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" -> "Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0|OUT";
-"27 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "28 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"28 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "29 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
+"27 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "28 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"28 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "29 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
 "29 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" -> "Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0|OUT";
 "30 Inception3/max_pool2d_1" -> "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "30 Inception3/max_pool2d_1" -> "34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
 "30 Inception3/max_pool2d_1" -> "40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "30 Inception3/max_pool2d_1" -> "49 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0";
-"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
+"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
 "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0|OUT";
-"34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
+"34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
 "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0|OUT";
-"37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
+"37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
 "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0|OUT";
-"40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0|OUT";
 "49 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0" -> "Inception3/InceptionA[Mixed_5b]/avg_pool2d_0|OUT";
-"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
+"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
 "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0|OUT";
 "53 Inception3/InceptionA[Mixed_5b]/cat_0" -> "54 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "53 Inception3/InceptionA[Mixed_5b]/cat_0" -> "57 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
 "53 Inception3/InceptionA[Mixed_5b]/cat_0" -> "63 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "53 Inception3/InceptionA[Mixed_5b]/cat_0" -> "72 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0";
-"54 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "56 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
+"54 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "56 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
 "56 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0|OUT";
-"57 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "59 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
+"57 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "59 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
 "59 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0|OUT";
-"60 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "62 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
+"60 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "62 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
 "62 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0|OUT";
-"63 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "65 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"63 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "65 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "65 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"66 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"66 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0|OUT";
 "72 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0" -> "Inception3/InceptionA[Mixed_5c]/avg_pool2d_0|OUT";
-"73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
+"73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
 "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0|OUT";
 "76 Inception3/InceptionA[Mixed_5c]/cat_0" -> "77 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "76 Inception3/InceptionA[Mixed_5c]/cat_0" -> "80 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
 "76 Inception3/InceptionA[Mixed_5c]/cat_0" -> "86 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "76 Inception3/InceptionA[Mixed_5c]/cat_0" -> "95 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0";
-"77 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "79 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
+"77 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "79 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
 "79 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0|OUT";
-"80 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "82 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
+"80 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "82 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
 "82 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0|OUT";
-"83 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "85 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
+"83 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "85 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
 "85 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0|OUT";
-"86 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "88 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"86 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "88 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "88 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"89 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "91 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"89 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "91 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "91 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"92 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "94 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"92 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "94 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "94 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0|OUT";
 "95 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0" -> "Inception3/InceptionA[Mixed_5d]/avg_pool2d_0|OUT";
-"96 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "98 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
+"96 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "98 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
 "98 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0|OUT";
 "99 Inception3/InceptionA[Mixed_5d]/cat_0" -> "100 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
 "99 Inception3/InceptionA[Mixed_5d]/cat_0" -> "103 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "99 Inception3/InceptionA[Mixed_5d]/cat_0" -> "112 Inception3/InceptionB[Mixed_6a]/max_pool2d_0";
-"100 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0";
-"101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0" -> "102 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
+"100 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "102 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
 "102 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0" -> "Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0|OUT";
-"103 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "105 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"103 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "105 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "105 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"106 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "108 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"106 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "108 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "108 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"109 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "111 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"109 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "111 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "111 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0|OUT";
 "112 Inception3/InceptionB[Mixed_6a]/max_pool2d_0" -> "113 Inception3/InceptionB[Mixed_6a]/cat_0";
 "113 Inception3/InceptionB[Mixed_6a]/cat_0" -> "114 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "113 Inception3/InceptionB[Mixed_6a]/cat_0" -> "117 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
 "113 Inception3/InceptionB[Mixed_6a]/cat_0" -> "126 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "113 Inception3/InceptionB[Mixed_6a]/cat_0" -> "141 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0";
-"114 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "116 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
+"114 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "116 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
 "116 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0|OUT";
-"117 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "119 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
+"117 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "119 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
 "119 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0|OUT";
-"120 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "122 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
+"120 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "122 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
 "122 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0|OUT";
-"123 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "125 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
+"123 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "125 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
 "125 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0|OUT";
-"126 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "128 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"126 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "128 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "128 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0|OUT";
-"129 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "131 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"129 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "131 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "131 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0|OUT";
-"132 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "134 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"132 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "134 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "134 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0|OUT";
-"135 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "137 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"135 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "137 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "137 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0|OUT";
-"138 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "140 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"138 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "140 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "140 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0|OUT";
 "141 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0" -> "Inception3/InceptionC[Mixed_6b]/avg_pool2d_0|OUT";
-"142 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "144 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
+"142 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "144 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
 "144 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0|OUT";
 "145 Inception3/InceptionC[Mixed_6b]/cat_0" -> "146 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "145 Inception3/InceptionC[Mixed_6b]/cat_0" -> "149 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
 "145 Inception3/InceptionC[Mixed_6b]/cat_0" -> "158 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "145 Inception3/InceptionC[Mixed_6b]/cat_0" -> "173 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0";
-"146 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "148 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
+"146 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "148 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
 "148 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0|OUT";
-"149 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "151 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
+"149 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "151 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
 "151 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0|OUT";
-"152 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "154 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
+"152 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "154 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
 "154 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0|OUT";
-"155 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "157 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
+"155 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "157 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
 "157 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0|OUT";
-"158 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "160 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"158 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "160 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "160 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0|OUT";
-"161 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "163 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"161 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "163 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "163 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0|OUT";
-"164 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "166 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"164 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "166 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "166 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0|OUT";
-"167 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "169 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"167 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "169 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "169 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0|OUT";
-"170 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "171 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"171 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "172 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"170 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "171 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"171 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "172 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "172 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0|OUT";
 "173 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0" -> "Inception3/InceptionC[Mixed_6c]/avg_pool2d_0|OUT";
-"174 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "176 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
+"174 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "176 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
 "176 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0|OUT";
 "177 Inception3/InceptionC[Mixed_6c]/cat_0" -> "178 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "177 Inception3/InceptionC[Mixed_6c]/cat_0" -> "181 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
 "177 Inception3/InceptionC[Mixed_6c]/cat_0" -> "190 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "177 Inception3/InceptionC[Mixed_6c]/cat_0" -> "205 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0";
-"178 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "180 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
+"178 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "180 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
 "180 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0|OUT";
-"181 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "183 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
+"181 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "183 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
 "183 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0|OUT";
-"184 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "186 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
+"184 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "186 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
 "186 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0|OUT";
-"187 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "189 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
+"187 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "189 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
 "189 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0|OUT";
-"190 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "192 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"190 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "192 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "192 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0|OUT";
-"193 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "195 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"193 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "195 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "195 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0|OUT";
-"196 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "197 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"197 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "198 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"196 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "197 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"197 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "198 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "198 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0|OUT";
-"199 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "200 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"200 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "201 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"199 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "200 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"200 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "201 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "201 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0|OUT";
-"202 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "203 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"203 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "204 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"202 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "203 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"203 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "204 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "204 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0|OUT";
 "205 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0" -> "Inception3/InceptionC[Mixed_6d]/avg_pool2d_0|OUT";
-"206 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "207 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"207 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "208 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
+"206 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "207 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"207 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "208 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
 "208 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0|OUT";
 "209 Inception3/InceptionC[Mixed_6d]/cat_0" -> "210 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "209 Inception3/InceptionC[Mixed_6d]/cat_0" -> "213 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
 "209 Inception3/InceptionC[Mixed_6d]/cat_0" -> "222 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "209 Inception3/InceptionC[Mixed_6d]/cat_0" -> "237 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0";
-"210 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "211 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"211 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "212 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
+"210 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "211 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"211 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "212 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
 "212 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0|OUT";
-"213 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "215 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
+"213 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "215 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
 "215 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0|OUT";
-"216 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "218 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
+"216 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "218 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
 "218 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0|OUT";
-"219 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "221 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
+"219 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "221 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
 "221 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0|OUT";
-"222 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "223 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"223 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "224 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"222 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "223 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"223 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "224 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "224 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0|OUT";
-"225 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "226 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"226 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "227 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"225 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "226 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"226 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "227 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "227 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0|OUT";
-"228 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "229 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"229 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "230 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"228 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "229 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"229 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "230 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "230 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0|OUT";
-"231 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "233 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"231 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "233 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "233 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0|OUT";
-"234 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "236 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"234 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "236 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "236 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0|OUT";
 "237 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0" -> "Inception3/InceptionC[Mixed_6e]/avg_pool2d_0|OUT";
-"238 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "239 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"239 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "240 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
+"238 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "239 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"239 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "240 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
 "240 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0|OUT";
 "241 Inception3/InceptionC[Mixed_6e]/cat_0" -> "242 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
 "241 Inception3/InceptionC[Mixed_6e]/cat_0" -> "248 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0";
 "241 Inception3/InceptionC[Mixed_6e]/cat_0" -> "260 Inception3/InceptionD[Mixed_7a]/max_pool2d_0";
-"242 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "243 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"243 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "244 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
+"242 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "243 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"243 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "244 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
 "244 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0|OUT";
-"245 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "246 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"246 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "247 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
+"245 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "246 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"246 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "247 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
 "247 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0|OUT";
-"248 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "250 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
+"248 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "250 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
 "250 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0|OUT";
-"251 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "253 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
+"251 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "253 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
 "253 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0|OUT";
-"254 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0";
-"255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0" -> "256 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
+"254 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "256 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
 "256 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0|OUT";
-"257 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0";
-"258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" -> "259 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
+"257 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "259 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
 "259 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0|OUT";
 "260 Inception3/InceptionD[Mixed_7a]/max_pool2d_0" -> "261 Inception3/InceptionD[Mixed_7a]/cat_0";
 "261 Inception3/InceptionD[Mixed_7a]/cat_0" -> "262 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "261 Inception3/InceptionD[Mixed_7a]/cat_0" -> "265 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
 "261 Inception3/InceptionD[Mixed_7a]/cat_0" -> "275 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "261 Inception3/InceptionD[Mixed_7a]/cat_0" -> "288 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0";
-"262 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "263 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"263 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "264 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
+"262 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "263 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"263 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "264 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
 "264 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0|OUT";
-"265 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "267 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
+"265 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "267 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
 "267 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0|OUT";
-"268 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "270 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
+"268 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "270 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
 "270 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0|OUT";
-"271 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "273 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
+"271 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "273 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
 "273 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0|OUT";
 "274 Inception3/InceptionE[Mixed_7b]/cat_0" -> "292 Inception3/InceptionE[Mixed_7b]/cat_2";
-"275 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "277 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"275 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "277 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "277 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"278 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "280 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"278 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "280 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "280 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"281 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "283 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"281 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "283 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "283 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0|OUT";
-"284 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "286 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"284 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "286 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "286 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0|OUT";
 "287 Inception3/InceptionE[Mixed_7b]/cat_1" -> "292 Inception3/InceptionE[Mixed_7b]/cat_2";
 "288 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0" -> "Inception3/InceptionE[Mixed_7b]/avg_pool2d_0|OUT";
-"289 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "291 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
+"289 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "291 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
 "291 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0|OUT";
 "292 Inception3/InceptionE[Mixed_7b]/cat_2" -> "293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "292 Inception3/InceptionE[Mixed_7b]/cat_2" -> "296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
 "292 Inception3/InceptionE[Mixed_7b]/cat_2" -> "306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "292 Inception3/InceptionE[Mixed_7b]/cat_2" -> "319 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0";
-"293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "295 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
+"293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "295 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
 "295 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0|OUT";
-"296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
+"296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
 "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0|OUT";
-"299 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
+"299 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
 "301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0|OUT";
-"302 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "304 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
+"302 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "304 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
 "304 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0|OUT";
 "305 Inception3/InceptionE[Mixed_7c]/cat_0" -> "323 Inception3/InceptionE[Mixed_7c]/cat_2";
-"306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "308 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "308 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "308 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"309 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"309 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"312 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "314 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"312 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "314 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "314 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0|OUT";
-"315 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"315 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0|OUT";
 "318 Inception3/InceptionE[Mixed_7c]/cat_1" -> "323 Inception3/InceptionE[Mixed_7c]/cat_2";
 "319 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0" -> "Inception3/InceptionE[Mixed_7c]/avg_pool2d_0|OUT";
-"320 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
+"320 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
 "322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0|OUT";
 "323 Inception3/InceptionE[Mixed_7c]/cat_2" -> "324 Inception3/adaptive_avg_pool2d_0";
 "324 Inception3/adaptive_avg_pool2d_0" -> "Inception3/adaptive_avg_pool2d_0|OUT";
diff --git a/tests/torch/data/reference_graphs/quantized/hw/GPU/mobilenet_v2.dot b/tests/torch/data/reference_graphs/quantized/hw/GPU/mobilenet_v2.dot
index 8e6ead3903e..1a068d46c84 100644
--- a/tests/torch/data/reference_graphs/quantized/hw/GPU/mobilenet_v2.dot
+++ b/tests/torch/data/reference_graphs/quantized/hw/GPU/mobilenet_v2.dot
@@ -1,156 +1,156 @@
 strict digraph  {
 "0 /nncf_model_input_0" [id=0, type=nncf_model_input];
 "1 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=1, type=conv2d];
-"2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=2, type=batch_norm];
+"2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=2, type=batch_norm];
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=3, type=hardtanh];
 "4 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=4, type=conv2d];
-"5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=5, type=batch_norm];
+"5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=5, type=batch_norm];
 "6 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=6, type=hardtanh];
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" [id=7, type=conv2d];
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" [id=8, type=batch_norm];
+"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" [id=8, type=batch_norm];
 "9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=9, type=conv2d];
-"10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=10, type=batch_norm];
+"10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=10, type=batch_norm];
 "11 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=11, type=hardtanh];
 "12 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=12, type=conv2d];
-"13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=13, type=batch_norm];
+"13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=13, type=batch_norm];
 "14 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=14, type=hardtanh];
 "15 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=15, type=conv2d];
-"16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=16, type=batch_norm];
+"16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=16, type=batch_norm];
 "17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=17, type=conv2d];
-"18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=18, type=batch_norm];
+"18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=18, type=batch_norm];
 "19 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=19, type=hardtanh];
 "20 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=20, type=conv2d];
-"21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=21, type=batch_norm];
+"21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=21, type=batch_norm];
 "22 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=22, type=hardtanh];
 "23 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=23, type=conv2d];
-"24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=24, type=batch_norm];
+"24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=24, type=batch_norm];
 "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" [id=25, type=__add__];
 "26 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=26, type=conv2d];
-"27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=27, type=batch_norm];
+"27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=27, type=batch_norm];
 "28 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=28, type=hardtanh];
 "29 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=29, type=conv2d];
-"30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=30, type=batch_norm];
+"30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=30, type=batch_norm];
 "31 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=31, type=hardtanh];
 "32 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=32, type=conv2d];
-"33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=33, type=batch_norm];
+"33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=33, type=batch_norm];
 "34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=34, type=conv2d];
-"35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=35, type=batch_norm];
+"35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=35, type=batch_norm];
 "36 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=36, type=hardtanh];
 "37 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=37, type=conv2d];
-"38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=38, type=batch_norm];
+"38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=38, type=batch_norm];
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-"148 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" [id=148, type=batch_norm];
+"148 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" [id=148, type=batch_norm];
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 "153 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" [id=153, type=linear];
 "154 /nncf_model_output_0" [id=154, type=nncf_model_output];
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 "0 /nncf_model_input_0" -> "/nncf_model_input_0|OUT";
-"1 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"1 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"4 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "6 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"4 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "6 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "6 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0";
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0|OUT";
-"9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0";
+"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0|OUT";
+"9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "11 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"12 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"12 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "14 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"15 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"15 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "19 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"20 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"20 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "22 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"23 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"23 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0|OUT";
-"26 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"26 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "28 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "31 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"32 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"32 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "36 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"37 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"37 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "39 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"40 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"41 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"40 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"41 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0|OUT";
-"43 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"44 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"43 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"44 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "45 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"46 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"47 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"46 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"47 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "48 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"49 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"50 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"49 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"50 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "51 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0|OUT";
-"52 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"53 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"52 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"53 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "54 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"55 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "56 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"56 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"55 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "56 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"56 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "57 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"58 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"60 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"61 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"58 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"60 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"61 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "62 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"63 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"64 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "65 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"63 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"64 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "65 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "65 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"66 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"67 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"66 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"67 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "68 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0|OUT";
-"69 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "70 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"70 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"69 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "70 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"70 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "71 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"72 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"73 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"72 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"73 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "74 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"75 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "76 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"76 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"75 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "76 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"76 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "77 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0|OUT";
-"78 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"79 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"78 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"79 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "80 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"81 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"82 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"81 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"82 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "83 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"84 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"85 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"84 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"85 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "86 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0|OUT";
-"87 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"88 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"87 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"88 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "89 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"90 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"91 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "92 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"90 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"91 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "92 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "92 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"93 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"94 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"95 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"96 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "97 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"93 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"94 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"95 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"96 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "97 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "97 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"98 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"99 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"98 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"99 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "100 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"101 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "102 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"102 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"101 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "102 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"102 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "103 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0|OUT";
-"104 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "106 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"104 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "106 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "106 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"107 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"108 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"107 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"108 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "109 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"110 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "111 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"111 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"110 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "111 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"111 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "112 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0|OUT";
-"113 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"114 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"113 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"114 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "115 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"116 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"117 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"116 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"117 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "118 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"119 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"120 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"121 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "122 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"122 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"119 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"120 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"121 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "122 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"122 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "123 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"124 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"125 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"124 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"125 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "126 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"127 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"128 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"127 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"128 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "129 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0|OUT";
-"130 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"131 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "132 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"130 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"131 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "132 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "132 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"133 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"134 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"133 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"134 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "135 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"136 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"137 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"136 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"137 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "138 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0|OUT";
-"139 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"140 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"139 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"140 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "141 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"142 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "143 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"143 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"142 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "143 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"143 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "144 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"145 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"146 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"147 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "148 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0";
-"148 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" -> "149 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
+"145 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"146 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"147 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "148 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0";
+"148 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" -> "149 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
 "149 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0|OUT";
 "150 MobileNetV2/adaptive_avg_pool2d_0" -> "MobileNetV2/adaptive_avg_pool2d_0|OUT";
-"151 MobileNetV2/flatten_0" -> "152 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
+"151 MobileNetV2/reshape_0" -> "152 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
 "152 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" -> "153 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "153 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" -> "154 /nncf_model_output_0";
 "/nncf_model_input_0|OUT" -> "1 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -431,34 +431,34 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "4 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0|WEIGHT" -> "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0|OUT" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0|OUT" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "12 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "12 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0|OUT" -> "26 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "26 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "40 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "40 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0|OUT" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0|OUT" -> "51 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -466,21 +466,21 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "46 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "51 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "51 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0|OUT" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "60 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "60 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "60 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0|OUT" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0|OUT" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -488,7 +488,7 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0|OUT" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0|OUT" -> "86 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -496,21 +496,21 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "81 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "86 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "86 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0|OUT" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0|OUT" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0|OUT" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -518,21 +518,21 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0|OUT" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "116 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "116 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "127 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "127 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0|OUT" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0|OUT" -> "138 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -540,16 +540,16 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "138 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "138 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0|OUT" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "147 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "147 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "147 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0|OUT" -> "150 MobileNetV2/adaptive_avg_pool2d_0";
-"MobileNetV2/adaptive_avg_pool2d_0|OUT" -> "151 MobileNetV2/flatten_0";
+"MobileNetV2/adaptive_avg_pool2d_0|OUT" -> "151 MobileNetV2/reshape_0";
 "MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0|WEIGHT" -> "153 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 }
diff --git a/tests/torch/data/reference_graphs/quantized/hw/GPU/resnet50.dot b/tests/torch/data/reference_graphs/quantized/hw/GPU/resnet50.dot
index 55e84c0b5c5..69f2c9bf518 100644
--- a/tests/torch/data/reference_graphs/quantized/hw/GPU/resnet50.dot
+++ b/tests/torch/data/reference_graphs/quantized/hw/GPU/resnet50.dot
@@ -1,175 +1,175 @@
 strict digraph  {
 "0 /nncf_model_input_0" [id=0, type=nncf_model_input];
 "1 ResNet/NNCFConv2d[conv1]/conv2d_0" [id=1, type=conv2d];
-"2 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=2, type=batch_norm];
+"2 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=2, type=batch_norm];
 "3 ResNet/relu_0" [id=3, type=relu];
 "4 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=4, type=max_pool2d];
 "5 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=5, type=conv2d];
-"6 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=6, type=batch_norm];
+"6 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=6, type=batch_norm];
 "7 ResNet/Sequential[layer1]/Bottleneck[0]/relu_0" [id=7, type=relu];
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=8, type=conv2d];
-"9 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=9, type=batch_norm];
+"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=9, type=batch_norm];
 "10 ResNet/Sequential[layer1]/Bottleneck[0]/relu_1" [id=10, type=relu];
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [id=11, type=conv2d];
-"12 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=12, type=batch_norm];
+"12 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=12, type=batch_norm];
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=13, type=conv2d];
-"14 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=14, type=batch_norm];
+"14 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=14, type=batch_norm];
 "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" [id=15, type=__iadd__];
 "16 ResNet/Sequential[layer1]/Bottleneck[0]/relu_2" [id=16, type=relu];
 "17 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=17, type=conv2d];
-"18 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=18, type=batch_norm];
+"18 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=18, type=batch_norm];
 "19 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0" [id=19, type=relu];
 "20 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=20, type=conv2d];
-"21 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=21, type=batch_norm];
+"21 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=21, type=batch_norm];
 "22 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1" [id=22, type=relu];
 "23 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [id=23, type=conv2d];
-"24 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=24, type=batch_norm];
+"24 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=24, type=batch_norm];
 "25 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" [id=25, type=__iadd__];
 "26 ResNet/Sequential[layer1]/Bottleneck[1]/relu_2" [id=26, type=relu];
 "27 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=27, type=conv2d];
-"28 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=28, type=batch_norm];
+"28 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=28, type=batch_norm];
 "29 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0" [id=29, type=relu];
 "30 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=30, type=conv2d];
-"31 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=31, type=batch_norm];
+"31 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=31, type=batch_norm];
 "32 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1" [id=32, type=relu];
 "33 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [id=33, type=conv2d];
-"34 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=34, type=batch_norm];
+"34 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=34, type=batch_norm];
 "35 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" [id=35, type=__iadd__];
 "36 ResNet/Sequential[layer1]/Bottleneck[2]/relu_2" [id=36, type=relu];
 "37 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=37, type=conv2d];
-"38 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=38, type=batch_norm];
+"38 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=38, type=batch_norm];
 "39 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0" [id=39, type=relu];
 "40 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=40, type=conv2d];
-"41 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=41, type=batch_norm];
+"41 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=41, type=batch_norm];
 "42 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1" [id=42, type=relu];
 "43 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [id=43, type=conv2d];
-"44 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=44, type=batch_norm];
+"44 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=44, type=batch_norm];
 "45 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=45, type=conv2d];
-"46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=46, type=batch_norm];
+"46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=46, type=batch_norm];
 "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" [id=47, type=__iadd__];
 "48 ResNet/Sequential[layer2]/Bottleneck[0]/relu_2" [id=48, type=relu];
 "49 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=49, type=conv2d];
-"50 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=50, type=batch_norm];
+"50 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=50, type=batch_norm];
 "51 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0" [id=51, type=relu];
 "52 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=52, type=conv2d];
-"53 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=53, type=batch_norm];
+"53 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=53, type=batch_norm];
 "54 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1" [id=54, type=relu];
 "55 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [id=55, type=conv2d];
-"56 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=56, type=batch_norm];
+"56 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=56, type=batch_norm];
 "57 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" [id=57, type=__iadd__];
 "58 ResNet/Sequential[layer2]/Bottleneck[1]/relu_2" [id=58, type=relu];
 "59 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=59, type=conv2d];
-"60 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=60, type=batch_norm];
+"60 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=60, type=batch_norm];
 "61 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0" [id=61, type=relu];
 "62 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=62, type=conv2d];
-"63 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=63, type=batch_norm];
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+"14 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT";
 "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/relu_2";
 "16 ResNet/Sequential[layer1]/Bottleneck[0]/relu_2" -> "ResNet/Sequential[layer1]/Bottleneck[0]/relu_2|OUT";
-"17 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "18 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"18 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "19 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0";
+"17 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "18 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"18 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "19 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0";
 "19 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0" -> "ResNet/Sequential[layer1]/Bottleneck[1]/relu_0|OUT";
-"20 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"21 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1";
+"20 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"21 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1";
 "22 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1" -> "ResNet/Sequential[layer1]/Bottleneck[1]/relu_1|OUT";
-"23 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"24 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"23 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"24 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "25 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" -> "26 ResNet/Sequential[layer1]/Bottleneck[1]/relu_2";
 "26 ResNet/Sequential[layer1]/Bottleneck[1]/relu_2" -> "ResNet/Sequential[layer1]/Bottleneck[1]/relu_2|OUT";
-"27 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "28 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"28 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "29 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0";
+"27 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "28 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"28 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "29 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0";
 "29 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0" -> "ResNet/Sequential[layer1]/Bottleneck[2]/relu_0|OUT";
-"30 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"31 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1";
+"30 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"31 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1";
 "32 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1" -> "ResNet/Sequential[layer1]/Bottleneck[2]/relu_1|OUT";
-"33 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "34 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"34 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"33 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "34 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"34 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "35 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" -> "36 ResNet/Sequential[layer1]/Bottleneck[2]/relu_2";
 "36 ResNet/Sequential[layer1]/Bottleneck[2]/relu_2" -> "ResNet/Sequential[layer1]/Bottleneck[2]/relu_2|OUT";
-"37 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "38 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"38 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "39 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0";
+"37 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "38 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"38 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "39 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0";
 "39 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0" -> "ResNet/Sequential[layer2]/Bottleneck[0]/relu_0|OUT";
-"40 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "41 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"41 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "42 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1";
+"40 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "41 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"41 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "42 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1";
 "42 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1" -> "ResNet/Sequential[layer2]/Bottleneck[0]/relu_1|OUT";
-"43 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "44 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"44 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT";
-"45 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT";
+"43 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "44 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"44 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
+"45 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT";
 "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" -> "48 ResNet/Sequential[layer2]/Bottleneck[0]/relu_2";
 "48 ResNet/Sequential[layer2]/Bottleneck[0]/relu_2" -> "ResNet/Sequential[layer2]/Bottleneck[0]/relu_2|OUT";
-"49 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "50 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"50 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "51 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0";
+"49 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "50 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"50 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "51 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0";
 "51 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0" -> "ResNet/Sequential[layer2]/Bottleneck[1]/relu_0|OUT";
-"52 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "53 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"53 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "54 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1";
+"52 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "53 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"53 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "54 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1";
 "54 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1" -> "ResNet/Sequential[layer2]/Bottleneck[1]/relu_1|OUT";
-"55 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "56 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"56 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"55 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "56 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"56 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "57 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" -> "58 ResNet/Sequential[layer2]/Bottleneck[1]/relu_2";
 "58 ResNet/Sequential[layer2]/Bottleneck[1]/relu_2" -> "ResNet/Sequential[layer2]/Bottleneck[1]/relu_2|OUT";
-"59 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "60 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"60 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "61 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0";
+"59 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "60 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"60 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "61 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0";
 "61 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0" -> "ResNet/Sequential[layer2]/Bottleneck[2]/relu_0|OUT";
-"62 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "63 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"63 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "64 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1";
+"62 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "63 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"63 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "64 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1";
 "64 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1" -> "ResNet/Sequential[layer2]/Bottleneck[2]/relu_1|OUT";
-"65 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"66 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"65 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"66 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "67 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0" -> "68 ResNet/Sequential[layer2]/Bottleneck[2]/relu_2";
 "68 ResNet/Sequential[layer2]/Bottleneck[2]/relu_2" -> "ResNet/Sequential[layer2]/Bottleneck[2]/relu_2|OUT";
-"69 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"70 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0";
+"69 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"70 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0";
 "71 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0" -> "ResNet/Sequential[layer2]/Bottleneck[3]/relu_0|OUT";
-"72 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"73 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "74 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1";
+"72 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"73 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "74 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1";
 "74 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1" -> "ResNet/Sequential[layer2]/Bottleneck[3]/relu_1|OUT";
-"75 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"76 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"75 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"76 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "77 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0" -> "78 ResNet/Sequential[layer2]/Bottleneck[3]/relu_2";
 "78 ResNet/Sequential[layer2]/Bottleneck[3]/relu_2" -> "ResNet/Sequential[layer2]/Bottleneck[3]/relu_2|OUT";
-"79 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "80 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"80 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "81 ResNet/Sequential[layer3]/Bottleneck[0]/relu_0";
+"79 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "80 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"80 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "81 ResNet/Sequential[layer3]/Bottleneck[0]/relu_0";
 "81 ResNet/Sequential[layer3]/Bottleneck[0]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[0]/relu_0|OUT";
-"82 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "83 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"83 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "84 ResNet/Sequential[layer3]/Bottleneck[0]/relu_1";
+"82 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "83 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"83 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "84 ResNet/Sequential[layer3]/Bottleneck[0]/relu_1";
 "84 ResNet/Sequential[layer3]/Bottleneck[0]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[0]/relu_1|OUT";
-"85 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "86 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"86 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT";
-"87 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "88 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"88 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT";
+"85 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "86 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"86 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
+"87 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "88 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"88 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT";
 "89 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0" -> "90 ResNet/Sequential[layer3]/Bottleneck[0]/relu_2";
 "90 ResNet/Sequential[layer3]/Bottleneck[0]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[0]/relu_2|OUT";
-"91 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "92 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"92 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "93 ResNet/Sequential[layer3]/Bottleneck[1]/relu_0";
+"91 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "92 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"92 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "93 ResNet/Sequential[layer3]/Bottleneck[1]/relu_0";
 "93 ResNet/Sequential[layer3]/Bottleneck[1]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[1]/relu_0|OUT";
-"94 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "95 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"95 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "96 ResNet/Sequential[layer3]/Bottleneck[1]/relu_1";
+"94 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "95 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"95 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "96 ResNet/Sequential[layer3]/Bottleneck[1]/relu_1";
 "96 ResNet/Sequential[layer3]/Bottleneck[1]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[1]/relu_1|OUT";
-"97 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "98 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"98 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"97 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "98 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"98 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "99 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0" -> "100 ResNet/Sequential[layer3]/Bottleneck[1]/relu_2";
 "100 ResNet/Sequential[layer3]/Bottleneck[1]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[1]/relu_2|OUT";
-"101 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "102 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"102 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "103 ResNet/Sequential[layer3]/Bottleneck[2]/relu_0";
+"101 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "102 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"102 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "103 ResNet/Sequential[layer3]/Bottleneck[2]/relu_0";
 "103 ResNet/Sequential[layer3]/Bottleneck[2]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[2]/relu_0|OUT";
-"104 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "105 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"105 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "106 ResNet/Sequential[layer3]/Bottleneck[2]/relu_1";
+"104 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "105 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"105 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "106 ResNet/Sequential[layer3]/Bottleneck[2]/relu_1";
 "106 ResNet/Sequential[layer3]/Bottleneck[2]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[2]/relu_1|OUT";
-"107 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "108 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"108 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"107 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "108 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"108 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "109 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0" -> "110 ResNet/Sequential[layer3]/Bottleneck[2]/relu_2";
 "110 ResNet/Sequential[layer3]/Bottleneck[2]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[2]/relu_2|OUT";
-"111 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "112 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"112 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "113 ResNet/Sequential[layer3]/Bottleneck[3]/relu_0";
+"111 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "112 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"112 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "113 ResNet/Sequential[layer3]/Bottleneck[3]/relu_0";
 "113 ResNet/Sequential[layer3]/Bottleneck[3]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[3]/relu_0|OUT";
-"114 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "115 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"115 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "116 ResNet/Sequential[layer3]/Bottleneck[3]/relu_1";
+"114 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "115 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"115 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "116 ResNet/Sequential[layer3]/Bottleneck[3]/relu_1";
 "116 ResNet/Sequential[layer3]/Bottleneck[3]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[3]/relu_1|OUT";
-"117 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "118 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"118 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"117 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "118 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"118 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "119 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0" -> "120 ResNet/Sequential[layer3]/Bottleneck[3]/relu_2";
 "120 ResNet/Sequential[layer3]/Bottleneck[3]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[3]/relu_2|OUT";
-"121 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "122 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
-"122 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "123 ResNet/Sequential[layer3]/Bottleneck[4]/relu_0";
+"121 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "122 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"122 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "123 ResNet/Sequential[layer3]/Bottleneck[4]/relu_0";
 "123 ResNet/Sequential[layer3]/Bottleneck[4]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[4]/relu_0|OUT";
-"124 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "125 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"125 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "126 ResNet/Sequential[layer3]/Bottleneck[4]/relu_1";
+"124 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "125 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"125 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "126 ResNet/Sequential[layer3]/Bottleneck[4]/relu_1";
 "126 ResNet/Sequential[layer3]/Bottleneck[4]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[4]/relu_1|OUT";
-"127 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "128 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"128 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"127 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "128 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"128 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "129 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0" -> "130 ResNet/Sequential[layer3]/Bottleneck[4]/relu_2";
 "130 ResNet/Sequential[layer3]/Bottleneck[4]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[4]/relu_2|OUT";
-"131 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "132 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
-"132 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "133 ResNet/Sequential[layer3]/Bottleneck[5]/relu_0";
+"131 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "132 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"132 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "133 ResNet/Sequential[layer3]/Bottleneck[5]/relu_0";
 "133 ResNet/Sequential[layer3]/Bottleneck[5]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[5]/relu_0|OUT";
-"134 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "135 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"135 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "136 ResNet/Sequential[layer3]/Bottleneck[5]/relu_1";
+"134 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "135 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"135 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "136 ResNet/Sequential[layer3]/Bottleneck[5]/relu_1";
 "136 ResNet/Sequential[layer3]/Bottleneck[5]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[5]/relu_1|OUT";
-"137 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "138 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"138 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"137 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "138 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"138 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "139 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0" -> "140 ResNet/Sequential[layer3]/Bottleneck[5]/relu_2";
 "140 ResNet/Sequential[layer3]/Bottleneck[5]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[5]/relu_2|OUT";
-"141 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "142 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"142 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "143 ResNet/Sequential[layer4]/Bottleneck[0]/relu_0";
+"141 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "142 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"142 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "143 ResNet/Sequential[layer4]/Bottleneck[0]/relu_0";
 "143 ResNet/Sequential[layer4]/Bottleneck[0]/relu_0" -> "ResNet/Sequential[layer4]/Bottleneck[0]/relu_0|OUT";
-"144 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "145 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"145 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "146 ResNet/Sequential[layer4]/Bottleneck[0]/relu_1";
+"144 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "145 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"145 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "146 ResNet/Sequential[layer4]/Bottleneck[0]/relu_1";
 "146 ResNet/Sequential[layer4]/Bottleneck[0]/relu_1" -> "ResNet/Sequential[layer4]/Bottleneck[0]/relu_1|OUT";
-"147 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "148 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"148 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT";
-"149 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "150 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"150 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT";
+"147 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "148 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"148 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
+"149 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "150 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"150 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT";
 "151 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" -> "152 ResNet/Sequential[layer4]/Bottleneck[0]/relu_2";
 "152 ResNet/Sequential[layer4]/Bottleneck[0]/relu_2" -> "ResNet/Sequential[layer4]/Bottleneck[0]/relu_2|OUT";
-"153 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "154 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"154 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "155 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0";
+"153 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "154 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"154 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "155 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0";
 "155 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0" -> "ResNet/Sequential[layer4]/Bottleneck[1]/relu_0|OUT";
-"156 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "157 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"157 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "158 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1";
+"156 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "157 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"157 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "158 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1";
 "158 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1" -> "ResNet/Sequential[layer4]/Bottleneck[1]/relu_1|OUT";
-"159 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "160 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"160 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"159 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "160 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"160 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "161 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" -> "162 ResNet/Sequential[layer4]/Bottleneck[1]/relu_2";
 "162 ResNet/Sequential[layer4]/Bottleneck[1]/relu_2" -> "ResNet/Sequential[layer4]/Bottleneck[1]/relu_2|OUT";
-"163 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "164 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"164 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "165 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0";
+"163 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "164 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"164 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "165 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0";
 "165 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0" -> "ResNet/Sequential[layer4]/Bottleneck[2]/relu_0|OUT";
-"166 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "167 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"167 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "168 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1";
+"166 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "167 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"167 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "168 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1";
 "168 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1" -> "ResNet/Sequential[layer4]/Bottleneck[2]/relu_1|OUT";
-"169 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "170 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"170 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"169 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "170 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"170 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "171 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" -> "172 ResNet/Sequential[layer4]/Bottleneck[2]/relu_2";
 "172 ResNet/Sequential[layer4]/Bottleneck[2]/relu_2" -> "ResNet/Sequential[layer4]/Bottleneck[2]/relu_2|OUT";
 "173 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0" -> "ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0|OUT";
@@ -486,9 +486,9 @@ strict digraph  {
 "ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[0]/relu_1|OUT" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "13 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[0]/relu_2|OUT" -> "17 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[0]/relu_2|OUT" -> "25 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "17 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
@@ -496,7 +496,7 @@ strict digraph  {
 "ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "20 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[1]/relu_1|OUT" -> "23 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "23 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "25 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
+"ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "25 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[1]/relu_2|OUT" -> "27 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[1]/relu_2|OUT" -> "35 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "27 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
@@ -504,7 +504,7 @@ strict digraph  {
 "ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "30 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[2]/relu_1|OUT" -> "33 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "33 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "35 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
+"ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "35 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[2]/relu_2|OUT" -> "37 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[2]/relu_2|OUT" -> "45 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "37 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -512,9 +512,9 @@ strict digraph  {
 "ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "40 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/relu_1|OUT" -> "43 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "43 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "45 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT" -> "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT" -> "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/relu_2|OUT" -> "49 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/relu_2|OUT" -> "57 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "49 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
@@ -522,7 +522,7 @@ strict digraph  {
 "ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "52 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[1]/relu_1|OUT" -> "55 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "55 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "57 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
+"ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "57 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[1]/relu_2|OUT" -> "59 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[1]/relu_2|OUT" -> "67 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "59 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
@@ -530,7 +530,7 @@ strict digraph  {
 "ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "62 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[2]/relu_1|OUT" -> "65 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "65 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "67 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
+"ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "67 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[2]/relu_2|OUT" -> "69 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[2]/relu_2|OUT" -> "77 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "69 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
@@ -538,7 +538,7 @@ strict digraph  {
 "ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "72 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[3]/relu_1|OUT" -> "75 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "75 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "77 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
+"ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "77 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[3]/relu_2|OUT" -> "79 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[3]/relu_2|OUT" -> "87 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "79 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -546,9 +546,9 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "82 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/relu_1|OUT" -> "85 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "85 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "89 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "89 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "87 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT" -> "89 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT" -> "89 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/relu_2|OUT" -> "91 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/relu_2|OUT" -> "99 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "91 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
@@ -556,7 +556,7 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "94 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[1]/relu_1|OUT" -> "97 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "97 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "99 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "99 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[1]/relu_2|OUT" -> "101 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[1]/relu_2|OUT" -> "109 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "101 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
@@ -564,7 +564,7 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "104 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[2]/relu_1|OUT" -> "107 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "107 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "109 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "109 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[2]/relu_2|OUT" -> "111 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[2]/relu_2|OUT" -> "119 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "111 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
@@ -572,7 +572,7 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "114 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[3]/relu_1|OUT" -> "117 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "117 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "119 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "119 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[3]/relu_2|OUT" -> "121 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[3]/relu_2|OUT" -> "129 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "121 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
@@ -580,7 +580,7 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "124 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[4]/relu_1|OUT" -> "127 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "127 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "129 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "129 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[4]/relu_2|OUT" -> "131 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[4]/relu_2|OUT" -> "139 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "131 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
@@ -588,7 +588,7 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "134 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[5]/relu_1|OUT" -> "137 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "137 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "139 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "139 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[5]/relu_2|OUT" -> "141 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[5]/relu_2|OUT" -> "149 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "141 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -596,9 +596,9 @@ strict digraph  {
 "ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "144 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/relu_1|OUT" -> "147 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "147 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "151 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "151 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "149 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT" -> "151 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT" -> "151 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/relu_2|OUT" -> "153 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/relu_2|OUT" -> "161 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "153 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
@@ -606,7 +606,7 @@ strict digraph  {
 "ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "156 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[1]/relu_1|OUT" -> "159 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "159 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "161 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
+"ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "161 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[1]/relu_2|OUT" -> "163 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[1]/relu_2|OUT" -> "171 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "163 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
@@ -614,7 +614,7 @@ strict digraph  {
 "ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "166 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[2]/relu_1|OUT" -> "169 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "169 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "171 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
+"ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "171 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[2]/relu_2|OUT" -> "173 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
 "ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0|OUT" -> "174 ResNet/flatten_0";
 "ResNet/NNCFLinear[linear]/linear_0|WEIGHT" -> "175 ResNet/NNCFLinear[linear]/linear_0";
diff --git a/tests/torch/data/reference_graphs/quantized/hw/VPU/inception_v3.dot b/tests/torch/data/reference_graphs/quantized/hw/VPU/inception_v3.dot
index 5aa2775f106..b23a3bec412 100644
--- a/tests/torch/data/reference_graphs/quantized/hw/VPU/inception_v3.dot
+++ b/tests/torch/data/reference_graphs/quantized/hw/VPU/inception_v3.dot
@@ -14,313 +14,313 @@ strict digraph  {
 "12 Inception3/__add___2" [id=12, type=__add__];
 "13 Inception3/cat_0" [id=13, type=cat];
 "14 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" [id=14, type=conv2d];
-"15 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=15, type=batch_norm];
+"15 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=15, type=batch_norm];
 "16 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" [id=16, type=relu_];
 "17 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" [id=17, type=conv2d];
-"18 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=18, type=batch_norm];
+"18 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=18, type=batch_norm];
 "19 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" [id=19, type=relu_];
 "20 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" [id=20, type=conv2d];
-"21 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=21, type=batch_norm];
+"21 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=21, type=batch_norm];
 "22 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" [id=22, type=relu_];
 "23 Inception3/max_pool2d_0" [id=23, type=max_pool2d];
 "24 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" [id=24, type=conv2d];
-"25 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" [id=25, type=batch_norm];
+"25 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=25, type=batch_norm];
 "26 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" [id=26, type=relu_];
 "27 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" [id=27, type=conv2d];
-"28 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=28, type=batch_norm];
+"28 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=28, type=batch_norm];
 "29 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" [id=29, type=relu_];
 "30 Inception3/max_pool2d_1" [id=30, type=max_pool2d];
 "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=31, type=conv2d];
-"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=32, type=batch_norm];
+"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=32, type=batch_norm];
 "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" [id=33, type=relu_];
 "34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" [id=34, type=conv2d];
-"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" [id=35, type=batch_norm];
+"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=35, type=batch_norm];
 "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" [id=36, type=relu_];
 "37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" [id=37, type=conv2d];
-"38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" [id=38, type=batch_norm];
+"38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=38, type=batch_norm];
 "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" [id=39, type=relu_];
 "40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=40, type=conv2d];
-"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=41, type=batch_norm];
+"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=41, type=batch_norm];
 "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=42, type=relu_];
 "43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=43, type=conv2d];
-"44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=44, type=batch_norm];
+"44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=44, type=batch_norm];
 "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=45, type=relu_];
 "46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=46, type=conv2d];
-"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=47, type=batch_norm];
+"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=47, type=batch_norm];
 "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0" [id=48, type=relu_];
 "49 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0" [id=49, type=avg_pool2d];
 "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=50, type=conv2d];
-"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=51, type=batch_norm];
+"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=51, type=batch_norm];
 "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0" [id=52, type=relu_];
 "53 Inception3/InceptionA[Mixed_5b]/cat_0" [id=53, type=cat];
 "54 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=54, type=conv2d];
-"55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=55, type=batch_norm];
+"55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=55, type=batch_norm];
 "56 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0" [id=56, type=relu_];
 "57 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" [id=57, type=conv2d];
-"58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" [id=58, type=batch_norm];
+"58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=58, type=batch_norm];
 "59 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0" [id=59, type=relu_];
 "60 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" [id=60, type=conv2d];
-"61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" [id=61, type=batch_norm];
+"61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=61, type=batch_norm];
 "62 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0" [id=62, type=relu_];
 "63 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=63, type=conv2d];
-"64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=64, type=batch_norm];
+"64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=64, type=batch_norm];
 "65 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=65, type=relu_];
 "66 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=66, type=conv2d];
-"67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=67, type=batch_norm];
+"67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=67, type=batch_norm];
 "68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=68, type=relu_];
 "69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=69, type=conv2d];
-"70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=70, type=batch_norm];
+"70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=70, type=batch_norm];
 "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0" [id=71, type=relu_];
 "72 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0" [id=72, type=avg_pool2d];
 "73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=73, type=conv2d];
-"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=74, type=batch_norm];
+"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=74, type=batch_norm];
 "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0" [id=75, type=relu_];
 "76 Inception3/InceptionA[Mixed_5c]/cat_0" [id=76, type=cat];
 "77 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=77, type=conv2d];
-"78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=78, type=batch_norm];
+"78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=78, type=batch_norm];
 "79 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0" [id=79, type=relu_];
 "80 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" [id=80, type=conv2d];
-"81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" [id=81, type=batch_norm];
+"81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=81, type=batch_norm];
 "82 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0" [id=82, type=relu_];
 "83 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" [id=83, type=conv2d];
-"84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" [id=84, type=batch_norm];
+"84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=84, type=batch_norm];
 "85 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0" [id=85, type=relu_];
 "86 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=86, type=conv2d];
-"87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=87, type=batch_norm];
+"87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=87, type=batch_norm];
 "88 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=88, type=relu_];
 "89 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=89, type=conv2d];
-"90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=90, type=batch_norm];
+"90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=90, type=batch_norm];
 "91 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=91, type=relu_];
 "92 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=92, type=conv2d];
-"93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=93, type=batch_norm];
+"93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=93, type=batch_norm];
 "94 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0" [id=94, type=relu_];
 "95 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0" [id=95, type=avg_pool2d];
 "96 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=96, type=conv2d];
-"97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=97, type=batch_norm];
+"97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=97, type=batch_norm];
 "98 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0" [id=98, type=relu_];
 "99 Inception3/InceptionA[Mixed_5d]/cat_0" [id=99, type=cat];
 "100 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" [id=100, type=conv2d];
-"101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0" [id=101, type=batch_norm];
+"101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=101, type=batch_norm];
 "102 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0" [id=102, type=relu_];
 "103 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=103, type=conv2d];
-"104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=104, type=batch_norm];
+"104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=104, type=batch_norm];
 "105 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=105, type=relu_];
 "106 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=106, type=conv2d];
-"107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=107, type=batch_norm];
+"107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=107, type=batch_norm];
 "108 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=108, type=relu_];
 "109 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=109, type=conv2d];
-"110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=110, type=batch_norm];
+"110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=110, type=batch_norm];
 "111 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0" [id=111, type=relu_];
 "112 Inception3/InceptionB[Mixed_6a]/max_pool2d_0" [id=112, type=max_pool2d];
 "113 Inception3/InceptionB[Mixed_6a]/cat_0" [id=113, type=cat];
 "114 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=114, type=conv2d];
-"115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=115, type=batch_norm];
+"115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=115, type=batch_norm];
 "116 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0" [id=116, type=relu_];
 "117 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" [id=117, type=conv2d];
-"118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" [id=118, type=batch_norm];
+"118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=118, type=batch_norm];
 "119 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0" [id=119, type=relu_];
 "120 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" [id=120, type=conv2d];
-"121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" [id=121, type=batch_norm];
+"121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=121, type=batch_norm];
 "122 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0" [id=122, type=relu_];
 "123 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" [id=123, type=conv2d];
-"124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=124, type=batch_norm];
+"124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=124, type=batch_norm];
 "125 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0" [id=125, type=relu_];
 "126 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=126, type=conv2d];
-"127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=127, type=batch_norm];
+"127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=127, type=batch_norm];
 "128 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0" [id=128, type=relu_];
 "129 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=129, type=conv2d];
-"130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=130, type=batch_norm];
+"130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=130, type=batch_norm];
 "131 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0" [id=131, type=relu_];
 "132 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=132, type=conv2d];
-"133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=133, type=batch_norm];
+"133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=133, type=batch_norm];
 "134 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0" [id=134, type=relu_];
 "135 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" [id=135, type=conv2d];
-"136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" [id=136, type=batch_norm];
+"136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=136, type=batch_norm];
 "137 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0" [id=137, type=relu_];
 "138 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" [id=138, type=conv2d];
-"139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" [id=139, type=batch_norm];
+"139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" [id=139, type=batch_norm];
 "140 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0" [id=140, type=relu_];
 "141 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0" [id=141, type=avg_pool2d];
 "142 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=142, type=conv2d];
-"143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=143, type=batch_norm];
+"143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=143, type=batch_norm];
 "144 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0" [id=144, type=relu_];
 "145 Inception3/InceptionC[Mixed_6b]/cat_0" [id=145, type=cat];
 "146 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=146, type=conv2d];
-"147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=147, type=batch_norm];
+"147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=147, type=batch_norm];
 "148 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0" [id=148, type=relu_];
 "149 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" [id=149, type=conv2d];
-"150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" [id=150, type=batch_norm];
+"150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=150, type=batch_norm];
 "151 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0" [id=151, type=relu_];
 "152 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" [id=152, type=conv2d];
-"153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" [id=153, type=batch_norm];
+"153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=153, type=batch_norm];
 "154 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0" [id=154, type=relu_];
 "155 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" [id=155, type=conv2d];
-"156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=156, type=batch_norm];
+"156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=156, type=batch_norm];
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 "158 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=158, type=conv2d];
-"159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=159, type=batch_norm];
+"159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=159, type=batch_norm];
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-"162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=162, type=batch_norm];
+"162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=162, type=batch_norm];
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 "164 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" [id=164, type=conv2d];
-"165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=165, type=batch_norm];
+"165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=165, type=batch_norm];
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-"168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" [id=168, type=batch_norm];
+"168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=168, type=batch_norm];
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+"175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=175, type=batch_norm];
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+"179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=179, type=batch_norm];
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+"182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=182, type=batch_norm];
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+"185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=185, type=batch_norm];
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-"188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=188, type=batch_norm];
+"188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=188, type=batch_norm];
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+"191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=191, type=batch_norm];
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-"194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=194, type=batch_norm];
+"194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=194, type=batch_norm];
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+"214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=214, type=batch_norm];
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-"217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" [id=217, type=batch_norm];
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-"220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=220, type=batch_norm];
+"220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=220, type=batch_norm];
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+"223 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=223, type=batch_norm];
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-"232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" [id=232, type=batch_norm];
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+"235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" [id=235, type=batch_norm];
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+"239 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=239, type=batch_norm];
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-"249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=249, type=batch_norm];
+"249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=249, type=batch_norm];
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 "251 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" [id=251, type=conv2d];
-"252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0" [id=252, type=batch_norm];
+"252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=252, type=batch_norm];
 "253 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0" [id=253, type=relu_];
 "254 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" [id=254, type=conv2d];
-"255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0" [id=255, type=batch_norm];
+"255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=255, type=batch_norm];
 "256 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0" [id=256, type=relu_];
 "257 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" [id=257, type=conv2d];
-"258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" [id=258, type=batch_norm];
+"258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=258, type=batch_norm];
 "259 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0" [id=259, type=relu_];
 "260 Inception3/InceptionD[Mixed_7a]/max_pool2d_0" [id=260, type=max_pool2d];
 "261 Inception3/InceptionD[Mixed_7a]/cat_0" [id=261, type=cat];
 "262 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=262, type=conv2d];
-"263 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=263, type=batch_norm];
+"263 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=263, type=batch_norm];
 "264 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0" [id=264, type=relu_];
 "265 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [id=265, type=conv2d];
-"266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=266, type=batch_norm];
+"266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=266, type=batch_norm];
 "267 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0" [id=267, type=relu_];
 "268 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" [id=268, type=conv2d];
-"269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" [id=269, type=batch_norm];
+"269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" [id=269, type=batch_norm];
 "270 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0" [id=270, type=relu_];
 "271 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" [id=271, type=conv2d];
-"272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" [id=272, type=batch_norm];
+"272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" [id=272, type=batch_norm];
 "273 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" [id=273, type=relu_];
 "274 Inception3/InceptionE[Mixed_7b]/cat_0" [id=274, type=cat];
 "275 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=275, type=conv2d];
-"276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=276, type=batch_norm];
+"276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=276, type=batch_norm];
 "277 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=277, type=relu_];
 "278 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=278, type=conv2d];
-"279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=279, type=batch_norm];
+"279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=279, type=batch_norm];
 "280 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=280, type=relu_];
 "281 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" [id=281, type=conv2d];
-"282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=282, type=batch_norm];
+"282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=282, type=batch_norm];
 "283 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=283, type=relu_];
 "284 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [id=284, type=conv2d];
-"285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=285, type=batch_norm];
+"285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=285, type=batch_norm];
 "286 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=286, type=relu_];
 "287 Inception3/InceptionE[Mixed_7b]/cat_1" [id=287, type=cat];
 "288 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0" [id=288, type=avg_pool2d];
 "289 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=289, type=conv2d];
-"290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=290, type=batch_norm];
+"290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=290, type=batch_norm];
 "291 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" [id=291, type=relu_];
 "292 Inception3/InceptionE[Mixed_7b]/cat_2" [id=292, type=cat];
 "293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=293, type=conv2d];
-"294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=294, type=batch_norm];
+"294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=294, type=batch_norm];
 "295 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" [id=295, type=relu_];
 "296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [id=296, type=conv2d];
-"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=297, type=batch_norm];
+"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=297, type=batch_norm];
 "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" [id=298, type=relu_];
 "299 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" [id=299, type=conv2d];
-"300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" [id=300, type=batch_norm];
+"300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" [id=300, type=batch_norm];
 "301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" [id=301, type=relu_];
 "302 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" [id=302, type=conv2d];
-"303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" [id=303, type=batch_norm];
+"303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" [id=303, type=batch_norm];
 "304 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" [id=304, type=relu_];
 "305 Inception3/InceptionE[Mixed_7c]/cat_0" [id=305, type=cat];
 "306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=306, type=conv2d];
-"307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=307, type=batch_norm];
+"307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=307, type=batch_norm];
 "308 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=308, type=relu_];
 "309 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=309, type=conv2d];
-"310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=310, type=batch_norm];
+"310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=310, type=batch_norm];
 "311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=311, type=relu_];
 "312 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" [id=312, type=conv2d];
-"313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=313, type=batch_norm];
+"313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=313, type=batch_norm];
 "314 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=314, type=relu_];
 "315 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [id=315, type=conv2d];
-"316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=316, type=batch_norm];
+"316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=316, type=batch_norm];
 "317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=317, type=relu_];
 "318 Inception3/InceptionE[Mixed_7c]/cat_1" [id=318, type=cat];
 "319 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0" [id=319, type=avg_pool2d];
 "320 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=320, type=conv2d];
-"321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=321, type=batch_norm];
+"321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=321, type=batch_norm];
 "322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" [id=322, type=relu_];
 "323 Inception3/InceptionE[Mixed_7c]/cat_2" [id=323, type=cat];
 "324 Inception3/adaptive_avg_pool2d_0" [id=324, type=adaptive_avg_pool2d];
@@ -548,345 +548,345 @@ strict digraph  {
 "11 Inception3/__mul___2" -> "Inception3/__mul___2|OUT";
 "12 Inception3/__add___2" -> "Inception3/__add___2|OUT";
 "13 Inception3/cat_0" -> "14 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"14 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "15 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"15 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "16 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
+"14 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "15 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"15 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "16 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
 "16 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" -> "Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0|OUT";
-"17 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "18 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"18 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "19 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
+"17 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "18 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"18 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "19 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
 "19 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" -> "Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0|OUT";
-"20 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "21 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"21 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "22 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
+"20 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "21 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"21 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "22 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
 "22 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" -> "Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0|OUT";
 "23 Inception3/max_pool2d_0" -> "24 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
-"24 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "25 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0";
-"25 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" -> "26 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
+"24 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "25 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"25 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "26 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
 "26 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" -> "Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0|OUT";
-"27 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "28 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"28 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "29 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
+"27 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "28 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"28 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "29 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
 "29 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" -> "Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0|OUT";
 "30 Inception3/max_pool2d_1" -> "31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "30 Inception3/max_pool2d_1" -> "34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
 "30 Inception3/max_pool2d_1" -> "40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "30 Inception3/max_pool2d_1" -> "49 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0";
-"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
+"31 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"32 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
 "33 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0|OUT";
-"34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
+"34 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"35 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
 "36 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0|OUT";
-"37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
+"37 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"38 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
 "39 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0|OUT";
-"40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"40 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"41 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "42 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"43 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"44 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "45 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"46 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"47 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0|OUT";
 "49 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0" -> "Inception3/InceptionA[Mixed_5b]/avg_pool2d_0|OUT";
-"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
+"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
 "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0|OUT";
 "53 Inception3/InceptionA[Mixed_5b]/cat_0" -> "54 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "53 Inception3/InceptionA[Mixed_5b]/cat_0" -> "57 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
 "53 Inception3/InceptionA[Mixed_5b]/cat_0" -> "63 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "53 Inception3/InceptionA[Mixed_5b]/cat_0" -> "72 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0";
-"54 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "56 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
+"54 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"55 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "56 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
 "56 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0|OUT";
-"57 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "59 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
+"57 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"58 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "59 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
 "59 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0|OUT";
-"60 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "62 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
+"60 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"61 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "62 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
 "62 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0|OUT";
-"63 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "65 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"63 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"64 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "65 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "65 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"66 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"66 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"67 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "68 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"69 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"70 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "71 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0|OUT";
 "72 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0" -> "Inception3/InceptionA[Mixed_5c]/avg_pool2d_0|OUT";
-"73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
+"73 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"74 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
 "75 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0|OUT";
 "76 Inception3/InceptionA[Mixed_5c]/cat_0" -> "77 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "76 Inception3/InceptionA[Mixed_5c]/cat_0" -> "80 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
 "76 Inception3/InceptionA[Mixed_5c]/cat_0" -> "86 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "76 Inception3/InceptionA[Mixed_5c]/cat_0" -> "95 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0";
-"77 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "79 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
+"77 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"78 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "79 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
 "79 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0|OUT";
-"80 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "82 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
+"80 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"81 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "82 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
 "82 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0|OUT";
-"83 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "85 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
+"83 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"84 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "85 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
 "85 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0|OUT";
-"86 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "88 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"86 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"87 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "88 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "88 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"89 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "91 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"89 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"90 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "91 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "91 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"92 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "94 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"92 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"93 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "94 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "94 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0|OUT";
 "95 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0" -> "Inception3/InceptionA[Mixed_5d]/avg_pool2d_0|OUT";
-"96 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "98 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
+"96 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"97 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "98 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
 "98 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0|OUT";
 "99 Inception3/InceptionA[Mixed_5d]/cat_0" -> "100 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
 "99 Inception3/InceptionA[Mixed_5d]/cat_0" -> "103 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "99 Inception3/InceptionA[Mixed_5d]/cat_0" -> "112 Inception3/InceptionB[Mixed_6a]/max_pool2d_0";
-"100 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0";
-"101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0" -> "102 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
+"100 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"101 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "102 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
 "102 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0" -> "Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0|OUT";
-"103 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "105 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"103 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"104 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "105 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "105 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"106 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "108 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"106 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"107 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "108 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "108 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"109 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "111 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"109 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"110 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "111 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "111 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0|OUT";
 "112 Inception3/InceptionB[Mixed_6a]/max_pool2d_0" -> "113 Inception3/InceptionB[Mixed_6a]/cat_0";
 "113 Inception3/InceptionB[Mixed_6a]/cat_0" -> "114 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "113 Inception3/InceptionB[Mixed_6a]/cat_0" -> "117 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
 "113 Inception3/InceptionB[Mixed_6a]/cat_0" -> "126 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "113 Inception3/InceptionB[Mixed_6a]/cat_0" -> "141 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0";
-"114 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "116 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
+"114 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"115 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "116 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
 "116 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0|OUT";
-"117 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "119 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
+"117 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"118 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "119 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
 "119 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0|OUT";
-"120 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "122 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
+"120 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"121 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "122 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
 "122 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0|OUT";
-"123 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "125 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
+"123 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"124 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "125 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
 "125 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0|OUT";
-"126 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "128 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"126 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"127 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "128 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "128 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0|OUT";
-"129 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "131 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"129 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"130 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "131 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "131 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0|OUT";
-"132 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "134 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"132 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"133 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "134 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "134 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0|OUT";
-"135 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "137 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"135 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"136 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "137 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "137 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0|OUT";
-"138 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "140 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"138 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"139 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "140 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "140 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0|OUT";
 "141 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0" -> "Inception3/InceptionC[Mixed_6b]/avg_pool2d_0|OUT";
-"142 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "144 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
+"142 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"143 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "144 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
 "144 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0|OUT";
 "145 Inception3/InceptionC[Mixed_6b]/cat_0" -> "146 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "145 Inception3/InceptionC[Mixed_6b]/cat_0" -> "149 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
 "145 Inception3/InceptionC[Mixed_6b]/cat_0" -> "158 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "145 Inception3/InceptionC[Mixed_6b]/cat_0" -> "173 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0";
-"146 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "148 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
+"146 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"147 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "148 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
 "148 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0|OUT";
-"149 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "151 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
+"149 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"150 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "151 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
 "151 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0|OUT";
-"152 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "154 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
+"152 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"153 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "154 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
 "154 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0|OUT";
-"155 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "157 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
+"155 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"156 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "157 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
 "157 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0|OUT";
-"158 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "160 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"158 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"159 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "160 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "160 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0|OUT";
-"161 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "163 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"161 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"162 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "163 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "163 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0|OUT";
-"164 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "166 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"164 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"165 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "166 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "166 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0|OUT";
-"167 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "169 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"167 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"168 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "169 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "169 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0|OUT";
-"170 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "171 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"171 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "172 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"170 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "171 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"171 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "172 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "172 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0|OUT";
 "173 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0" -> "Inception3/InceptionC[Mixed_6c]/avg_pool2d_0|OUT";
-"174 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "176 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
+"174 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"175 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "176 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
 "176 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0|OUT";
 "177 Inception3/InceptionC[Mixed_6c]/cat_0" -> "178 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "177 Inception3/InceptionC[Mixed_6c]/cat_0" -> "181 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
 "177 Inception3/InceptionC[Mixed_6c]/cat_0" -> "190 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "177 Inception3/InceptionC[Mixed_6c]/cat_0" -> "205 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0";
-"178 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "180 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
+"178 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"179 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "180 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
 "180 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0|OUT";
-"181 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "183 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
+"181 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"182 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "183 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
 "183 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0|OUT";
-"184 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "186 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
+"184 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"185 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "186 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
 "186 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0|OUT";
-"187 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "189 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
+"187 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"188 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "189 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
 "189 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0|OUT";
-"190 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "192 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"190 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"191 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "192 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "192 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0|OUT";
-"193 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "195 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"193 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"194 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "195 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "195 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0|OUT";
-"196 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "197 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"197 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "198 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"196 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "197 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"197 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "198 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "198 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0|OUT";
-"199 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "200 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"200 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "201 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"199 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "200 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"200 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "201 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "201 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0|OUT";
-"202 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "203 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"203 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "204 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"202 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "203 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"203 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "204 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "204 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0|OUT";
 "205 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0" -> "Inception3/InceptionC[Mixed_6d]/avg_pool2d_0|OUT";
-"206 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "207 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"207 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "208 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
+"206 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "207 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"207 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "208 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
 "208 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0|OUT";
 "209 Inception3/InceptionC[Mixed_6d]/cat_0" -> "210 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "209 Inception3/InceptionC[Mixed_6d]/cat_0" -> "213 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
 "209 Inception3/InceptionC[Mixed_6d]/cat_0" -> "222 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "209 Inception3/InceptionC[Mixed_6d]/cat_0" -> "237 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0";
-"210 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "211 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"211 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "212 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
+"210 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "211 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"211 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "212 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
 "212 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0|OUT";
-"213 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "215 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
+"213 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"214 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "215 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
 "215 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0|OUT";
-"216 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "218 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
+"216 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"217 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "218 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
 "218 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0|OUT";
-"219 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "221 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
+"219 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"220 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "221 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
 "221 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0|OUT";
-"222 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "223 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"223 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "224 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"222 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "223 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"223 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "224 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "224 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0|OUT";
-"225 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "226 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"226 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "227 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"225 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "226 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"226 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "227 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "227 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0|OUT";
-"228 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "229 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"229 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "230 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"228 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "229 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"229 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "230 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "230 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0|OUT";
-"231 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "233 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"231 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"232 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "233 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "233 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0|OUT";
-"234 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "236 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"234 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"235 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "236 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "236 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0|OUT";
 "237 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0" -> "Inception3/InceptionC[Mixed_6e]/avg_pool2d_0|OUT";
-"238 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "239 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"239 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "240 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
+"238 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "239 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"239 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "240 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
 "240 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0|OUT";
 "241 Inception3/InceptionC[Mixed_6e]/cat_0" -> "242 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
 "241 Inception3/InceptionC[Mixed_6e]/cat_0" -> "248 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0";
 "241 Inception3/InceptionC[Mixed_6e]/cat_0" -> "260 Inception3/InceptionD[Mixed_7a]/max_pool2d_0";
-"242 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "243 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"243 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "244 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
+"242 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "243 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"243 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "244 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
 "244 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0|OUT";
-"245 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "246 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"246 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "247 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
+"245 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "246 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"246 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "247 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
 "247 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0|OUT";
-"248 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "250 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
+"248 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"249 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "250 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
 "250 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0|OUT";
-"251 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "253 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
+"251 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"252 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "253 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
 "253 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0|OUT";
-"254 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0";
-"255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0" -> "256 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
+"254 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"255 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "256 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
 "256 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0|OUT";
-"257 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0";
-"258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" -> "259 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
+"257 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"258 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "259 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
 "259 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0" -> "Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0|OUT";
 "260 Inception3/InceptionD[Mixed_7a]/max_pool2d_0" -> "261 Inception3/InceptionD[Mixed_7a]/cat_0";
 "261 Inception3/InceptionD[Mixed_7a]/cat_0" -> "262 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "261 Inception3/InceptionD[Mixed_7a]/cat_0" -> "265 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
 "261 Inception3/InceptionD[Mixed_7a]/cat_0" -> "275 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "261 Inception3/InceptionD[Mixed_7a]/cat_0" -> "288 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0";
-"262 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "263 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"263 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "264 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
+"262 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "263 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"263 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "264 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
 "264 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0|OUT";
-"265 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "267 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
+"265 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"266 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "267 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
 "267 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0|OUT";
-"268 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "270 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
+"268 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"269 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "270 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
 "270 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0|OUT";
-"271 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "273 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
+"271 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"272 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "273 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
 "273 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0|OUT";
 "274 Inception3/InceptionE[Mixed_7b]/cat_0" -> "292 Inception3/InceptionE[Mixed_7b]/cat_2";
-"275 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "277 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"275 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"276 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "277 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "277 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"278 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "280 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"278 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"279 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "280 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "280 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"281 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "283 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"281 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"282 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "283 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "283 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0|OUT";
-"284 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "286 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"284 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"285 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "286 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "286 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0|OUT";
 "287 Inception3/InceptionE[Mixed_7b]/cat_1" -> "292 Inception3/InceptionE[Mixed_7b]/cat_2";
 "288 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0" -> "Inception3/InceptionE[Mixed_7b]/avg_pool2d_0|OUT";
-"289 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "291 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
+"289 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"290 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "291 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
 "291 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0|OUT";
 "292 Inception3/InceptionE[Mixed_7b]/cat_2" -> "293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "292 Inception3/InceptionE[Mixed_7b]/cat_2" -> "296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
 "292 Inception3/InceptionE[Mixed_7b]/cat_2" -> "306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "292 Inception3/InceptionE[Mixed_7b]/cat_2" -> "319 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0";
-"293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "295 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
+"293 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"294 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "295 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
 "295 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0|OUT";
-"296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
+"296 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"297 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
 "298 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0|OUT";
-"299 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
+"299 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"300 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
 "301 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0|OUT";
-"302 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "304 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
+"302 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"303 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "304 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
 "304 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0|OUT";
 "305 Inception3/InceptionE[Mixed_7c]/cat_0" -> "323 Inception3/InceptionE[Mixed_7c]/cat_2";
-"306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "308 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"306 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"307 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "308 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "308 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0|OUT";
-"309 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"309 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"310 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "311 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0|OUT";
-"312 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "314 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"312 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"313 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "314 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "314 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0|OUT";
-"315 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"315 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"316 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "317 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0|OUT";
 "318 Inception3/InceptionE[Mixed_7c]/cat_1" -> "323 Inception3/InceptionE[Mixed_7c]/cat_2";
 "319 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0" -> "Inception3/InceptionE[Mixed_7c]/avg_pool2d_0|OUT";
-"320 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
+"320 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"321 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
 "322 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" -> "Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0|OUT";
 "323 Inception3/InceptionE[Mixed_7c]/cat_2" -> "324 Inception3/adaptive_avg_pool2d_0";
 "324 Inception3/adaptive_avg_pool2d_0" -> "Inception3/adaptive_avg_pool2d_0|OUT";
diff --git a/tests/torch/data/reference_graphs/quantized/hw/VPU/mobilenet_v2.dot b/tests/torch/data/reference_graphs/quantized/hw/VPU/mobilenet_v2.dot
index 4ab35a57755..c201e6f1dff 100644
--- a/tests/torch/data/reference_graphs/quantized/hw/VPU/mobilenet_v2.dot
+++ b/tests/torch/data/reference_graphs/quantized/hw/VPU/mobilenet_v2.dot
@@ -1,156 +1,156 @@
 strict digraph  {
 "0 /nncf_model_input_0" [id=0, type=nncf_model_input];
 "1 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=1, type=conv2d];
-"2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=2, type=batch_norm];
+"2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=2, type=batch_norm];
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=3, type=hardtanh];
 "4 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=4, type=conv2d];
-"5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=5, type=batch_norm];
+"5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=5, type=batch_norm];
 "6 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=6, type=hardtanh];
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" [id=7, type=conv2d];
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" [id=8, type=batch_norm];
+"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" [id=8, type=batch_norm];
 "9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=9, type=conv2d];
-"10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=10, type=batch_norm];
+"10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=10, type=batch_norm];
 "11 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=11, type=hardtanh];
 "12 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=12, type=conv2d];
-"13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=13, type=batch_norm];
+"13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=13, type=batch_norm];
 "14 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=14, type=hardtanh];
 "15 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=15, type=conv2d];
-"16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=16, type=batch_norm];
+"16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=16, type=batch_norm];
 "17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=17, type=conv2d];
-"18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=18, type=batch_norm];
+"18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=18, type=batch_norm];
 "19 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=19, type=hardtanh];
 "20 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=20, type=conv2d];
-"21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=21, type=batch_norm];
+"21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=21, type=batch_norm];
 "22 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=22, type=hardtanh];
 "23 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=23, type=conv2d];
-"24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=24, type=batch_norm];
+"24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=24, type=batch_norm];
 "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" [id=25, type=__add__];
 "26 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=26, type=conv2d];
-"27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=27, type=batch_norm];
+"27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=27, type=batch_norm];
 "28 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=28, type=hardtanh];
 "29 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=29, type=conv2d];
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 "0 /nncf_model_input_0" -> "/nncf_model_input_0|OUT";
-"1 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"1 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"4 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "6 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"4 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"5 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "6 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "6 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0";
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0|OUT";
-"9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0";
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+"9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"10 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "11 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"12 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"12 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"13 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "14 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"15 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"15 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"18 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "19 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"20 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"20 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"21 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "22 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"23 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"23 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"24 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0|OUT";
-"26 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"26 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"27 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "28 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"30 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "31 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"32 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"32 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"33 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"35 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "36 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"37 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"37 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"38 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "39 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"40 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"41 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"40 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"41 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0|OUT";
-"43 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"44 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"43 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"44 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "45 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"46 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"47 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"46 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"47 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "48 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"49 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"50 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"49 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"50 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "51 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0|OUT";
-"52 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"53 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"52 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"53 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "54 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"55 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "56 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"56 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"55 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "56 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"56 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "57 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"58 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"60 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"61 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"58 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"60 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"61 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "62 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"63 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"64 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "65 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"63 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"64 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "65 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "65 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"66 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"67 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"66 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"67 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "68 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0|OUT";
-"69 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "70 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"70 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"69 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "70 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"70 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "71 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"72 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"73 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"72 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"73 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "74 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"75 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "76 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"76 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"75 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "76 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"76 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "77 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0|OUT";
-"78 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"79 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"78 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"79 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "80 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"81 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"82 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"81 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"82 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "83 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"84 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"85 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"84 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"85 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "86 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0|OUT";
-"87 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"88 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"87 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"88 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "89 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"90 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"91 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "92 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"90 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"91 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "92 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "92 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"93 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"94 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"95 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"96 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "97 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"93 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"94 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"95 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"96 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "97 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "97 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"98 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"99 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"98 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"99 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "100 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"101 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "102 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"102 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"101 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "102 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"102 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "103 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0|OUT";
-"104 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "106 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"104 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "106 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "106 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"107 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"108 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"107 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"108 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "109 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"110 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "111 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"111 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"110 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "111 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"111 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "112 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0|OUT";
-"113 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"114 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"113 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"114 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "115 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"116 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"117 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"116 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"117 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "118 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"119 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"120 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"121 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "122 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"122 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"119 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"120 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"121 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "122 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"122 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "123 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"124 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"125 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"124 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"125 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "126 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"127 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"128 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"127 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"128 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "129 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0|OUT";
-"130 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"131 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "132 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"130 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"131 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "132 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "132 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"133 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"134 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"133 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"134 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "135 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"136 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"137 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
+"136 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"137 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
 "138 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" -> "MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0|OUT";
-"139 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"140 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"139 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"140 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "141 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT";
-"142 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "143 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"143 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"142 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "143 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"143 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "144 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT";
-"145 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"146 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT";
-"147 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "148 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0";
-"148 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" -> "149 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
+"145 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"146 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT";
+"147 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "148 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0";
+"148 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" -> "149 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
 "149 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" -> "MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0|OUT";
 "150 MobileNetV2/adaptive_avg_pool2d_0" -> "MobileNetV2/adaptive_avg_pool2d_0|OUT";
-"151 MobileNetV2/flatten_0" -> "152 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
+"151 MobileNetV2/reshape_0" -> "152 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
 "152 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" -> "153 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "153 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" -> "154 /nncf_model_output_0";
 "/nncf_model_input_0|OUT" -> "1 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -431,34 +431,34 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "4 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0|WEIGHT" -> "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0|OUT" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0|OUT" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "12 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "12 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0|OUT" -> "26 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "26 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "40 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "40 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0|OUT" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0|OUT" -> "51 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -466,21 +466,21 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "46 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "51 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "51 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0|OUT" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "60 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "60 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "60 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0|OUT" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0|OUT" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -488,7 +488,7 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0|OUT" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0|OUT" -> "86 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -496,21 +496,21 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "81 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "86 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "86 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0|OUT" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0|OUT" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0|OUT" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -518,21 +518,21 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0|OUT" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "116 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "116 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "127 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "127 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0|OUT" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0|OUT" -> "138 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
@@ -540,16 +540,16 @@ strict digraph  {
 "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "138 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
+"MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "138 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0|OUT" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0|OUT" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0|OUT" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0|WEIGHT" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0|OUT" -> "147 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
+"MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0|OUT" -> "147 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "147 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0|OUT" -> "150 MobileNetV2/adaptive_avg_pool2d_0";
-"MobileNetV2/adaptive_avg_pool2d_0|OUT" -> "151 MobileNetV2/flatten_0";
+"MobileNetV2/adaptive_avg_pool2d_0|OUT" -> "151 MobileNetV2/reshape_0";
 "MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0|WEIGHT" -> "153 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 }
diff --git a/tests/torch/data/reference_graphs/quantized/hw/VPU/resnet50.dot b/tests/torch/data/reference_graphs/quantized/hw/VPU/resnet50.dot
index 1bd3e095168..6010b0e43aa 100644
--- a/tests/torch/data/reference_graphs/quantized/hw/VPU/resnet50.dot
+++ b/tests/torch/data/reference_graphs/quantized/hw/VPU/resnet50.dot
@@ -1,175 +1,175 @@
 strict digraph  {
 "0 /nncf_model_input_0" [id=0, type=nncf_model_input];
 "1 ResNet/NNCFConv2d[conv1]/conv2d_0" [id=1, type=conv2d];
-"2 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=2, type=batch_norm];
+"2 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=2, type=batch_norm];
 "3 ResNet/relu_0" [id=3, type=relu];
 "4 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=4, type=max_pool2d];
 "5 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=5, type=conv2d];
-"6 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=6, type=batch_norm];
+"6 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=6, type=batch_norm];
 "7 ResNet/Sequential[layer1]/Bottleneck[0]/relu_0" [id=7, type=relu];
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=8, type=conv2d];
-"9 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=9, type=batch_norm];
+"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=9, type=batch_norm];
 "10 ResNet/Sequential[layer1]/Bottleneck[0]/relu_1" [id=10, type=relu];
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [id=11, type=conv2d];
-"12 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=12, type=batch_norm];
+"12 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=12, type=batch_norm];
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=13, type=conv2d];
-"14 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=14, type=batch_norm];
+"14 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=14, type=batch_norm];
 "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" [id=15, type=__iadd__];
 "16 ResNet/Sequential[layer1]/Bottleneck[0]/relu_2" [id=16, type=relu];
 "17 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=17, type=conv2d];
-"18 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=18, type=batch_norm];
+"18 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=18, type=batch_norm];
 "19 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0" [id=19, type=relu];
 "20 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=20, type=conv2d];
-"21 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=21, type=batch_norm];
+"21 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=21, type=batch_norm];
 "22 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1" [id=22, type=relu];
 "23 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [id=23, type=conv2d];
-"24 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=24, type=batch_norm];
+"24 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=24, type=batch_norm];
 "25 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" [id=25, type=__iadd__];
 "26 ResNet/Sequential[layer1]/Bottleneck[1]/relu_2" [id=26, type=relu];
 "27 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=27, type=conv2d];
-"28 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=28, type=batch_norm];
+"28 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=28, type=batch_norm];
 "29 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0" [id=29, type=relu];
 "30 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=30, type=conv2d];
-"31 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=31, type=batch_norm];
+"31 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=31, type=batch_norm];
 "32 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1" [id=32, type=relu];
 "33 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [id=33, type=conv2d];
-"34 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=34, type=batch_norm];
+"34 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=34, type=batch_norm];
 "35 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" [id=35, type=__iadd__];
 "36 ResNet/Sequential[layer1]/Bottleneck[2]/relu_2" [id=36, type=relu];
 "37 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=37, type=conv2d];
-"38 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=38, type=batch_norm];
+"38 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=38, type=batch_norm];
 "39 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0" [id=39, type=relu];
 "40 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=40, type=conv2d];
-"41 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=41, type=batch_norm];
+"41 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=41, type=batch_norm];
 "42 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1" [id=42, type=relu];
 "43 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [id=43, type=conv2d];
-"44 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=44, type=batch_norm];
+"44 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=44, type=batch_norm];
 "45 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=45, type=conv2d];
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+"5 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "6 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"6 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "7 ResNet/Sequential[layer1]/Bottleneck[0]/relu_0";
 "7 ResNet/Sequential[layer1]/Bottleneck[0]/relu_0" -> "ResNet/Sequential[layer1]/Bottleneck[0]/relu_0|OUT";
-"8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"9 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/relu_1";
+"8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/relu_1";
 "10 ResNet/Sequential[layer1]/Bottleneck[0]/relu_1" -> "ResNet/Sequential[layer1]/Bottleneck[0]/relu_1|OUT";
-"11 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "12 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"12 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT";
-"13 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "14 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"14 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT";
+"11 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "12 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"12 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
+"13 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "14 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"14 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT";
 "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/relu_2";
 "16 ResNet/Sequential[layer1]/Bottleneck[0]/relu_2" -> "ResNet/Sequential[layer1]/Bottleneck[0]/relu_2|OUT";
-"17 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "18 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"18 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "19 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0";
+"17 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "18 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"18 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "19 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0";
 "19 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0" -> "ResNet/Sequential[layer1]/Bottleneck[1]/relu_0|OUT";
-"20 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"21 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1";
+"20 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"21 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1";
 "22 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1" -> "ResNet/Sequential[layer1]/Bottleneck[1]/relu_1|OUT";
-"23 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"24 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"23 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"24 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "25 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" -> "26 ResNet/Sequential[layer1]/Bottleneck[1]/relu_2";
 "26 ResNet/Sequential[layer1]/Bottleneck[1]/relu_2" -> "ResNet/Sequential[layer1]/Bottleneck[1]/relu_2|OUT";
-"27 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "28 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"28 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "29 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0";
+"27 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "28 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"28 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "29 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0";
 "29 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0" -> "ResNet/Sequential[layer1]/Bottleneck[2]/relu_0|OUT";
-"30 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"31 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1";
+"30 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"31 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1";
 "32 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1" -> "ResNet/Sequential[layer1]/Bottleneck[2]/relu_1|OUT";
-"33 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "34 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"34 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"33 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "34 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"34 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "35 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" -> "36 ResNet/Sequential[layer1]/Bottleneck[2]/relu_2";
 "36 ResNet/Sequential[layer1]/Bottleneck[2]/relu_2" -> "ResNet/Sequential[layer1]/Bottleneck[2]/relu_2|OUT";
-"37 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "38 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"38 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "39 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0";
+"37 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "38 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"38 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "39 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0";
 "39 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0" -> "ResNet/Sequential[layer2]/Bottleneck[0]/relu_0|OUT";
-"40 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "41 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"41 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "42 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1";
+"40 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "41 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"41 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "42 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1";
 "42 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1" -> "ResNet/Sequential[layer2]/Bottleneck[0]/relu_1|OUT";
-"43 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "44 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"44 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT";
-"45 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT";
+"43 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "44 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"44 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
+"45 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"46 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT";
 "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" -> "48 ResNet/Sequential[layer2]/Bottleneck[0]/relu_2";
 "48 ResNet/Sequential[layer2]/Bottleneck[0]/relu_2" -> "ResNet/Sequential[layer2]/Bottleneck[0]/relu_2|OUT";
-"49 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "50 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"50 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "51 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0";
+"49 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "50 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"50 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "51 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0";
 "51 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0" -> "ResNet/Sequential[layer2]/Bottleneck[1]/relu_0|OUT";
-"52 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "53 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"53 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "54 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1";
+"52 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "53 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"53 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "54 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1";
 "54 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1" -> "ResNet/Sequential[layer2]/Bottleneck[1]/relu_1|OUT";
-"55 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "56 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"56 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"55 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "56 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"56 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "57 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" -> "58 ResNet/Sequential[layer2]/Bottleneck[1]/relu_2";
 "58 ResNet/Sequential[layer2]/Bottleneck[1]/relu_2" -> "ResNet/Sequential[layer2]/Bottleneck[1]/relu_2|OUT";
-"59 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "60 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"60 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "61 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0";
+"59 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "60 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"60 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "61 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0";
 "61 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0" -> "ResNet/Sequential[layer2]/Bottleneck[2]/relu_0|OUT";
-"62 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "63 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"63 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "64 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1";
+"62 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "63 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"63 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "64 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1";
 "64 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1" -> "ResNet/Sequential[layer2]/Bottleneck[2]/relu_1|OUT";
-"65 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"66 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"65 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"66 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "67 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0" -> "68 ResNet/Sequential[layer2]/Bottleneck[2]/relu_2";
 "68 ResNet/Sequential[layer2]/Bottleneck[2]/relu_2" -> "ResNet/Sequential[layer2]/Bottleneck[2]/relu_2|OUT";
-"69 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"70 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0";
+"69 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"70 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0";
 "71 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0" -> "ResNet/Sequential[layer2]/Bottleneck[3]/relu_0|OUT";
-"72 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"73 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "74 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1";
+"72 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "73 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"73 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "74 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1";
 "74 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1" -> "ResNet/Sequential[layer2]/Bottleneck[3]/relu_1|OUT";
-"75 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"76 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"75 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"76 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "77 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0" -> "78 ResNet/Sequential[layer2]/Bottleneck[3]/relu_2";
 "78 ResNet/Sequential[layer2]/Bottleneck[3]/relu_2" -> "ResNet/Sequential[layer2]/Bottleneck[3]/relu_2|OUT";
-"79 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "80 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"80 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "81 ResNet/Sequential[layer3]/Bottleneck[0]/relu_0";
+"79 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "80 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"80 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "81 ResNet/Sequential[layer3]/Bottleneck[0]/relu_0";
 "81 ResNet/Sequential[layer3]/Bottleneck[0]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[0]/relu_0|OUT";
-"82 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "83 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"83 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "84 ResNet/Sequential[layer3]/Bottleneck[0]/relu_1";
+"82 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "83 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"83 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "84 ResNet/Sequential[layer3]/Bottleneck[0]/relu_1";
 "84 ResNet/Sequential[layer3]/Bottleneck[0]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[0]/relu_1|OUT";
-"85 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "86 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"86 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT";
-"87 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "88 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"88 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT";
+"85 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "86 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"86 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
+"87 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "88 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"88 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT";
 "89 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0" -> "90 ResNet/Sequential[layer3]/Bottleneck[0]/relu_2";
 "90 ResNet/Sequential[layer3]/Bottleneck[0]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[0]/relu_2|OUT";
-"91 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "92 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"92 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "93 ResNet/Sequential[layer3]/Bottleneck[1]/relu_0";
+"91 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "92 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"92 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "93 ResNet/Sequential[layer3]/Bottleneck[1]/relu_0";
 "93 ResNet/Sequential[layer3]/Bottleneck[1]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[1]/relu_0|OUT";
-"94 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "95 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"95 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "96 ResNet/Sequential[layer3]/Bottleneck[1]/relu_1";
+"94 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "95 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"95 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "96 ResNet/Sequential[layer3]/Bottleneck[1]/relu_1";
 "96 ResNet/Sequential[layer3]/Bottleneck[1]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[1]/relu_1|OUT";
-"97 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "98 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"98 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"97 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "98 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"98 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "99 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0" -> "100 ResNet/Sequential[layer3]/Bottleneck[1]/relu_2";
 "100 ResNet/Sequential[layer3]/Bottleneck[1]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[1]/relu_2|OUT";
-"101 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "102 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"102 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "103 ResNet/Sequential[layer3]/Bottleneck[2]/relu_0";
+"101 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "102 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"102 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "103 ResNet/Sequential[layer3]/Bottleneck[2]/relu_0";
 "103 ResNet/Sequential[layer3]/Bottleneck[2]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[2]/relu_0|OUT";
-"104 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "105 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"105 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "106 ResNet/Sequential[layer3]/Bottleneck[2]/relu_1";
+"104 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "105 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"105 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "106 ResNet/Sequential[layer3]/Bottleneck[2]/relu_1";
 "106 ResNet/Sequential[layer3]/Bottleneck[2]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[2]/relu_1|OUT";
-"107 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "108 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"108 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"107 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "108 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"108 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "109 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0" -> "110 ResNet/Sequential[layer3]/Bottleneck[2]/relu_2";
 "110 ResNet/Sequential[layer3]/Bottleneck[2]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[2]/relu_2|OUT";
-"111 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "112 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"112 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "113 ResNet/Sequential[layer3]/Bottleneck[3]/relu_0";
+"111 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "112 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"112 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "113 ResNet/Sequential[layer3]/Bottleneck[3]/relu_0";
 "113 ResNet/Sequential[layer3]/Bottleneck[3]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[3]/relu_0|OUT";
-"114 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "115 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"115 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "116 ResNet/Sequential[layer3]/Bottleneck[3]/relu_1";
+"114 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "115 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"115 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "116 ResNet/Sequential[layer3]/Bottleneck[3]/relu_1";
 "116 ResNet/Sequential[layer3]/Bottleneck[3]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[3]/relu_1|OUT";
-"117 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "118 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"118 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"117 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "118 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"118 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "119 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0" -> "120 ResNet/Sequential[layer3]/Bottleneck[3]/relu_2";
 "120 ResNet/Sequential[layer3]/Bottleneck[3]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[3]/relu_2|OUT";
-"121 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "122 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
-"122 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "123 ResNet/Sequential[layer3]/Bottleneck[4]/relu_0";
+"121 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "122 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"122 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "123 ResNet/Sequential[layer3]/Bottleneck[4]/relu_0";
 "123 ResNet/Sequential[layer3]/Bottleneck[4]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[4]/relu_0|OUT";
-"124 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "125 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"125 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "126 ResNet/Sequential[layer3]/Bottleneck[4]/relu_1";
+"124 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "125 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"125 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "126 ResNet/Sequential[layer3]/Bottleneck[4]/relu_1";
 "126 ResNet/Sequential[layer3]/Bottleneck[4]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[4]/relu_1|OUT";
-"127 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "128 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"128 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"127 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "128 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"128 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "129 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0" -> "130 ResNet/Sequential[layer3]/Bottleneck[4]/relu_2";
 "130 ResNet/Sequential[layer3]/Bottleneck[4]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[4]/relu_2|OUT";
-"131 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "132 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
-"132 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "133 ResNet/Sequential[layer3]/Bottleneck[5]/relu_0";
+"131 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "132 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"132 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "133 ResNet/Sequential[layer3]/Bottleneck[5]/relu_0";
 "133 ResNet/Sequential[layer3]/Bottleneck[5]/relu_0" -> "ResNet/Sequential[layer3]/Bottleneck[5]/relu_0|OUT";
-"134 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "135 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"135 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "136 ResNet/Sequential[layer3]/Bottleneck[5]/relu_1";
+"134 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "135 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"135 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "136 ResNet/Sequential[layer3]/Bottleneck[5]/relu_1";
 "136 ResNet/Sequential[layer3]/Bottleneck[5]/relu_1" -> "ResNet/Sequential[layer3]/Bottleneck[5]/relu_1|OUT";
-"137 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "138 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"138 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"137 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "138 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"138 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "139 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0" -> "140 ResNet/Sequential[layer3]/Bottleneck[5]/relu_2";
 "140 ResNet/Sequential[layer3]/Bottleneck[5]/relu_2" -> "ResNet/Sequential[layer3]/Bottleneck[5]/relu_2|OUT";
-"141 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "142 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"142 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "143 ResNet/Sequential[layer4]/Bottleneck[0]/relu_0";
+"141 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "142 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"142 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "143 ResNet/Sequential[layer4]/Bottleneck[0]/relu_0";
 "143 ResNet/Sequential[layer4]/Bottleneck[0]/relu_0" -> "ResNet/Sequential[layer4]/Bottleneck[0]/relu_0|OUT";
-"144 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "145 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"145 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "146 ResNet/Sequential[layer4]/Bottleneck[0]/relu_1";
+"144 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "145 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"145 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "146 ResNet/Sequential[layer4]/Bottleneck[0]/relu_1";
 "146 ResNet/Sequential[layer4]/Bottleneck[0]/relu_1" -> "ResNet/Sequential[layer4]/Bottleneck[0]/relu_1|OUT";
-"147 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "148 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"148 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT";
-"149 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "150 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"150 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT";
+"147 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "148 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"148 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
+"149 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "150 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"150 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT";
 "151 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" -> "152 ResNet/Sequential[layer4]/Bottleneck[0]/relu_2";
 "152 ResNet/Sequential[layer4]/Bottleneck[0]/relu_2" -> "ResNet/Sequential[layer4]/Bottleneck[0]/relu_2|OUT";
-"153 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "154 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"154 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "155 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0";
+"153 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "154 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"154 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "155 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0";
 "155 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0" -> "ResNet/Sequential[layer4]/Bottleneck[1]/relu_0|OUT";
-"156 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "157 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"157 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "158 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1";
+"156 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "157 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"157 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "158 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1";
 "158 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1" -> "ResNet/Sequential[layer4]/Bottleneck[1]/relu_1|OUT";
-"159 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "160 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"160 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"159 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "160 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"160 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "161 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" -> "162 ResNet/Sequential[layer4]/Bottleneck[1]/relu_2";
 "162 ResNet/Sequential[layer4]/Bottleneck[1]/relu_2" -> "ResNet/Sequential[layer4]/Bottleneck[1]/relu_2|OUT";
-"163 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "164 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"164 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "165 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0";
+"163 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "164 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"164 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "165 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0";
 "165 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0" -> "ResNet/Sequential[layer4]/Bottleneck[2]/relu_0|OUT";
-"166 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "167 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"167 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "168 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1";
+"166 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "167 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"167 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "168 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1";
 "168 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1" -> "ResNet/Sequential[layer4]/Bottleneck[2]/relu_1|OUT";
-"169 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "170 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"170 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT";
+"169 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "170 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"170 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT";
 "171 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" -> "172 ResNet/Sequential[layer4]/Bottleneck[2]/relu_2";
 "172 ResNet/Sequential[layer4]/Bottleneck[2]/relu_2" -> "ResNet/Sequential[layer4]/Bottleneck[2]/relu_2|OUT";
 "173 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0" -> "ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0|OUT";
@@ -486,9 +486,9 @@ strict digraph  {
 "ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[0]/relu_1|OUT" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "13 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[0]/relu_2|OUT" -> "17 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[0]/relu_2|OUT" -> "25 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "17 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
@@ -496,7 +496,7 @@ strict digraph  {
 "ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "20 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[1]/relu_1|OUT" -> "23 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "23 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "25 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
+"ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "25 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[1]/relu_2|OUT" -> "27 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[1]/relu_2|OUT" -> "35 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "27 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
@@ -504,7 +504,7 @@ strict digraph  {
 "ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "30 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[2]/relu_1|OUT" -> "33 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "33 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "35 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
+"ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "35 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer1]/Bottleneck[2]/relu_2|OUT" -> "37 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer1]/Bottleneck[2]/relu_2|OUT" -> "45 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "37 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -512,9 +512,9 @@ strict digraph  {
 "ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "40 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/relu_1|OUT" -> "43 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "43 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "45 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT" -> "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT" -> "47 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/relu_2|OUT" -> "49 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[0]/relu_2|OUT" -> "57 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "49 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
@@ -522,7 +522,7 @@ strict digraph  {
 "ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "52 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[1]/relu_1|OUT" -> "55 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "55 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "57 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
+"ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "57 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[1]/relu_2|OUT" -> "59 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[1]/relu_2|OUT" -> "67 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "59 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
@@ -530,7 +530,7 @@ strict digraph  {
 "ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "62 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[2]/relu_1|OUT" -> "65 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "65 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "67 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
+"ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "67 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[2]/relu_2|OUT" -> "69 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[2]/relu_2|OUT" -> "77 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "69 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
@@ -538,7 +538,7 @@ strict digraph  {
 "ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "72 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[3]/relu_1|OUT" -> "75 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "75 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "77 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
+"ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "77 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "ResNet/Sequential[layer2]/Bottleneck[3]/relu_2|OUT" -> "79 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer2]/Bottleneck[3]/relu_2|OUT" -> "87 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "79 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -546,9 +546,9 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "82 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/relu_1|OUT" -> "85 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "85 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "89 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "89 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "87 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT" -> "89 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT" -> "89 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/relu_2|OUT" -> "91 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[0]/relu_2|OUT" -> "99 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "91 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
@@ -556,7 +556,7 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "94 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[1]/relu_1|OUT" -> "97 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "97 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "99 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "99 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[1]/relu_2|OUT" -> "101 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[1]/relu_2|OUT" -> "109 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "101 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
@@ -564,7 +564,7 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "104 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[2]/relu_1|OUT" -> "107 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "107 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "109 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "109 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[2]/relu_2|OUT" -> "111 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[2]/relu_2|OUT" -> "119 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "111 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
@@ -572,7 +572,7 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "114 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[3]/relu_1|OUT" -> "117 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "117 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "119 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "119 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[3]/relu_2|OUT" -> "121 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[3]/relu_2|OUT" -> "129 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "121 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
@@ -580,7 +580,7 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "124 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[4]/relu_1|OUT" -> "127 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "127 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "129 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "129 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[4]/relu_2|OUT" -> "131 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[4]/relu_2|OUT" -> "139 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "131 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
@@ -588,7 +588,7 @@ strict digraph  {
 "ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "134 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[5]/relu_1|OUT" -> "137 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "137 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "139 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
+"ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "139 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "ResNet/Sequential[layer3]/Bottleneck[5]/relu_2|OUT" -> "141 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer3]/Bottleneck[5]/relu_2|OUT" -> "149 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "141 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -596,9 +596,9 @@ strict digraph  {
 "ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "144 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/relu_1|OUT" -> "147 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "147 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "151 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "151 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0|WEIGHT" -> "149 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0|OUT" -> "151 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0|OUT" -> "151 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/relu_2|OUT" -> "153 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[0]/relu_2|OUT" -> "161 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "153 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
@@ -606,7 +606,7 @@ strict digraph  {
 "ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "156 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[1]/relu_1|OUT" -> "159 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "159 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "161 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
+"ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "161 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[1]/relu_2|OUT" -> "163 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[1]/relu_2|OUT" -> "171 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0|WEIGHT" -> "163 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
@@ -614,7 +614,7 @@ strict digraph  {
 "ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0|WEIGHT" -> "166 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[2]/relu_1|OUT" -> "169 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0|WEIGHT" -> "169 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0|OUT" -> "171 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
+"ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0|OUT" -> "171 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "ResNet/Sequential[layer4]/Bottleneck[2]/relu_2|OUT" -> "173 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
 "ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0|OUT" -> "174 ResNet/flatten_0";
 "ResNet/NNCFLinear[linear]/linear_0|WEIGHT" -> "175 ResNet/NNCFLinear[linear]/linear_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/densenet121.dot b/tests/torch/data/reference_graphs/quantized/symmetric/densenet121.dot
index b096524fa90..dcb5c8d7c33 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/densenet121.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/densenet121.dot
@@ -4,79 +4,79 @@ strict digraph  {
 "2 DenseNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 DenseNet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
 "4 DenseNet/NNCFConv2d[conv1]/SymmetricQuantizer/symmetric_quantize_0" [id=4, type=symmetric_quantize];
-"5 DenseNet/Sequential[dense1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=5, type=batch_norm];
+"5 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=5, type=batch_norm];
 "6 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_0" [id=6, type=relu];
 "7 DenseNet/Sequential[dense1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" [id=7, type=symmetric_quantize];
 "8 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=8, type=symmetric_quantize];
 "9 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=9, type=conv2d];
-"10 DenseNet/Sequential[dense1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=10, type=batch_norm];
+"10 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=10, type=batch_norm];
 "11 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_1" [id=11, type=relu];
 "12 DenseNet/Sequential[dense1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" [id=12, type=symmetric_quantize];
 "13 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=13, type=symmetric_quantize];
 "14 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=14, type=conv2d];
 "15 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=15, type=symmetric_quantize];
 "16 DenseNet/Sequential[dense1]/Bottleneck[0]/cat_0" [id=16, type=cat];
-"17 DenseNet/Sequential[dense1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=17, type=batch_norm];
+"17 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=17, type=batch_norm];
 "18 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_0" [id=18, type=relu];
 "19 DenseNet/Sequential[dense1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" [id=19, type=symmetric_quantize];
 "20 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=20, type=symmetric_quantize];
 "21 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=21, type=conv2d];
-"22 DenseNet/Sequential[dense1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=22, type=batch_norm];
+"22 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=22, type=batch_norm];
 "23 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_1" [id=23, type=relu];
 "24 DenseNet/Sequential[dense1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" [id=24, type=symmetric_quantize];
 "25 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=25, type=symmetric_quantize];
 "26 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=26, type=conv2d];
 "27 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=27, type=symmetric_quantize];
 "28 DenseNet/Sequential[dense1]/Bottleneck[1]/cat_0" [id=28, type=cat];
-"29 DenseNet/Sequential[dense1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=29, type=batch_norm];
+"29 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=29, type=batch_norm];
 "30 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_0" [id=30, type=relu];
 "31 DenseNet/Sequential[dense1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" [id=31, type=symmetric_quantize];
 "32 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=32, type=symmetric_quantize];
 "33 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=33, type=conv2d];
-"34 DenseNet/Sequential[dense1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=34, type=batch_norm];
+"34 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=34, type=batch_norm];
 "35 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_1" [id=35, type=relu];
 "36 DenseNet/Sequential[dense1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" [id=36, type=symmetric_quantize];
 "37 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=37, type=symmetric_quantize];
 "38 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=38, type=conv2d];
 "39 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=39, type=symmetric_quantize];
 "40 DenseNet/Sequential[dense1]/Bottleneck[2]/cat_0" [id=40, type=cat];
-"41 DenseNet/Sequential[dense1]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" [id=41, type=batch_norm];
+"41 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=41, type=batch_norm];
 "42 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_0" [id=42, type=relu];
 "43 DenseNet/Sequential[dense1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" [id=43, type=symmetric_quantize];
 "44 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=44, type=symmetric_quantize];
 "45 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" [id=45, type=conv2d];
-"46 DenseNet/Sequential[dense1]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" [id=46, type=batch_norm];
+"46 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=46, type=batch_norm];
 "47 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_1" [id=47, type=relu];
 "48 DenseNet/Sequential[dense1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" [id=48, type=symmetric_quantize];
 "49 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=49, type=symmetric_quantize];
 "50 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" [id=50, type=conv2d];
 "51 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=51, type=symmetric_quantize];
 "52 DenseNet/Sequential[dense1]/Bottleneck[3]/cat_0" [id=52, type=cat];
-"53 DenseNet/Sequential[dense1]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" [id=53, type=batch_norm];
+"53 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" [id=53, type=batch_norm];
 "54 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_0" [id=54, type=relu];
 "55 DenseNet/Sequential[dense1]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_0" [id=55, type=symmetric_quantize];
 "56 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=56, type=symmetric_quantize];
 "57 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" [id=57, type=conv2d];
-"58 DenseNet/Sequential[dense1]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" [id=58, type=batch_norm];
+"58 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" [id=58, type=batch_norm];
 "59 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_1" [id=59, type=relu];
 "60 DenseNet/Sequential[dense1]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_1" [id=60, type=symmetric_quantize];
 "61 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=61, type=symmetric_quantize];
 "62 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" [id=62, type=conv2d];
 "63 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=63, type=symmetric_quantize];
 "64 DenseNet/Sequential[dense1]/Bottleneck[4]/cat_0" [id=64, type=cat];
-"65 DenseNet/Sequential[dense1]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" [id=65, type=batch_norm];
+"65 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" [id=65, type=batch_norm];
 "66 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_0" [id=66, type=relu];
 "67 DenseNet/Sequential[dense1]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_0" [id=67, type=symmetric_quantize];
 "68 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=68, type=symmetric_quantize];
 "69 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" [id=69, type=conv2d];
-"70 DenseNet/Sequential[dense1]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" [id=70, type=batch_norm];
+"70 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" [id=70, type=batch_norm];
 "71 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_1" [id=71, type=relu];
 "72 DenseNet/Sequential[dense1]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_1" [id=72, type=symmetric_quantize];
 "73 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=73, type=symmetric_quantize];
 "74 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" [id=74, type=conv2d];
 "75 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=75, type=symmetric_quantize];
 "76 DenseNet/Sequential[dense1]/Bottleneck[5]/cat_0" [id=76, type=cat];
-"77 DenseNet/Transition[trans1]/BatchNorm2d[bn]/batch_norm_0" [id=77, type=batch_norm];
+"77 DenseNet/Transition[trans1]/NNCFBatchNorm[bn]/batch_norm_0" [id=77, type=batch_norm];
 "78 DenseNet/Transition[trans1]/relu_0" [id=78, type=relu];
 "79 DenseNet/Transition[trans1]/SymmetricQuantizer/symmetric_quantize_0" [id=79, type=symmetric_quantize];
 "80 DenseNet/Transition[trans1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=80, type=symmetric_quantize];
@@ -84,151 +84,151 @@ strict digraph  {
 "82 DenseNet/Transition[trans1]/NNCFConv2d[conv]/SymmetricQuantizer/symmetric_quantize_0" [id=82, type=symmetric_quantize];
 "83 DenseNet/Transition[trans1]/avg_pool2d_0" [id=83, type=avg_pool2d];
 "84 DenseNet/Transition[trans1]/SymmetricQuantizer/symmetric_quantize_1" [id=84, type=symmetric_quantize];
-"85 DenseNet/Sequential[dense2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=85, type=batch_norm];
+"85 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=85, type=batch_norm];
 "86 DenseNet/Sequential[dense2]/Bottleneck[0]/relu_0" [id=86, type=relu];
 "87 DenseNet/Sequential[dense2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" [id=87, type=symmetric_quantize];
 "88 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=88, type=symmetric_quantize];
 "89 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=89, type=conv2d];
-"90 DenseNet/Sequential[dense2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=90, type=batch_norm];
+"90 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=90, type=batch_norm];
 "91 DenseNet/Sequential[dense2]/Bottleneck[0]/relu_1" [id=91, type=relu];
 "92 DenseNet/Sequential[dense2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" [id=92, type=symmetric_quantize];
 "93 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=93, type=symmetric_quantize];
 "94 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=94, type=conv2d];
 "95 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=95, type=symmetric_quantize];
 "96 DenseNet/Sequential[dense2]/Bottleneck[0]/cat_0" [id=96, type=cat];
-"97 DenseNet/Sequential[dense2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=97, type=batch_norm];
+"97 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=97, type=batch_norm];
 "98 DenseNet/Sequential[dense2]/Bottleneck[1]/relu_0" [id=98, type=relu];
 "99 DenseNet/Sequential[dense2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" [id=99, type=symmetric_quantize];
 "100 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=100, type=symmetric_quantize];
 "101 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=101, type=conv2d];
-"102 DenseNet/Sequential[dense2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=102, type=batch_norm];
+"102 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=102, type=batch_norm];
 "103 DenseNet/Sequential[dense2]/Bottleneck[1]/relu_1" [id=103, type=relu];
 "104 DenseNet/Sequential[dense2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" [id=104, type=symmetric_quantize];
 "105 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=105, type=symmetric_quantize];
 "106 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=106, type=conv2d];
 "107 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=107, type=symmetric_quantize];
 "108 DenseNet/Sequential[dense2]/Bottleneck[1]/cat_0" [id=108, type=cat];
-"109 DenseNet/Sequential[dense2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=109, type=batch_norm];
+"109 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=109, type=batch_norm];
 "110 DenseNet/Sequential[dense2]/Bottleneck[2]/relu_0" [id=110, type=relu];
 "111 DenseNet/Sequential[dense2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" [id=111, type=symmetric_quantize];
 "112 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=112, type=symmetric_quantize];
 "113 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=113, type=conv2d];
-"114 DenseNet/Sequential[dense2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=114, type=batch_norm];
+"114 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=114, type=batch_norm];
 "115 DenseNet/Sequential[dense2]/Bottleneck[2]/relu_1" [id=115, type=relu];
 "116 DenseNet/Sequential[dense2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" [id=116, type=symmetric_quantize];
 "117 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=117, type=symmetric_quantize];
 "118 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=118, type=conv2d];
 "119 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=119, type=symmetric_quantize];
 "120 DenseNet/Sequential[dense2]/Bottleneck[2]/cat_0" [id=120, type=cat];
-"121 DenseNet/Sequential[dense2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" [id=121, type=batch_norm];
+"121 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=121, type=batch_norm];
 "122 DenseNet/Sequential[dense2]/Bottleneck[3]/relu_0" [id=122, type=relu];
 "123 DenseNet/Sequential[dense2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" [id=123, type=symmetric_quantize];
 "124 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=124, type=symmetric_quantize];
 "125 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" [id=125, type=conv2d];
-"126 DenseNet/Sequential[dense2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" [id=126, type=batch_norm];
+"126 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=126, type=batch_norm];
 "127 DenseNet/Sequential[dense2]/Bottleneck[3]/relu_1" [id=127, type=relu];
 "128 DenseNet/Sequential[dense2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" [id=128, type=symmetric_quantize];
 "129 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=129, type=symmetric_quantize];
 "130 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" [id=130, type=conv2d];
 "131 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=131, type=symmetric_quantize];
 "132 DenseNet/Sequential[dense2]/Bottleneck[3]/cat_0" [id=132, type=cat];
-"133 DenseNet/Sequential[dense2]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" [id=133, type=batch_norm];
+"133 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" [id=133, type=batch_norm];
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 "232 DenseNet/Transition[trans2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=232, type=symmetric_quantize];
@@ -236,295 +236,295 @@ strict digraph  {
 "234 DenseNet/Transition[trans2]/NNCFConv2d[conv]/SymmetricQuantizer/symmetric_quantize_0" [id=234, type=symmetric_quantize];
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@@ -532,199 +532,199 @@ strict digraph  {
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 "585 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" [id=585, type=conv2d];
-"586 DenseNet/Sequential[dense4]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" [id=586, type=batch_norm];
+"586 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" [id=586, type=batch_norm];
 "587 DenseNet/Sequential[dense4]/Bottleneck[4]/relu_1" [id=587, type=relu];
 "588 DenseNet/Sequential[dense4]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_1" [id=588, type=symmetric_quantize];
 "589 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=589, type=symmetric_quantize];
 "590 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" [id=590, type=conv2d];
 "591 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=591, type=symmetric_quantize];
 "592 DenseNet/Sequential[dense4]/Bottleneck[4]/cat_0" [id=592, type=cat];
-"593 DenseNet/Sequential[dense4]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" [id=593, type=batch_norm];
+"593 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" [id=593, type=batch_norm];
 "594 DenseNet/Sequential[dense4]/Bottleneck[5]/relu_0" [id=594, type=relu];
 "595 DenseNet/Sequential[dense4]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_0" [id=595, type=symmetric_quantize];
 "596 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=596, type=symmetric_quantize];
 "597 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" [id=597, type=conv2d];
-"598 DenseNet/Sequential[dense4]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" [id=598, type=batch_norm];
+"598 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" [id=598, type=batch_norm];
 "599 DenseNet/Sequential[dense4]/Bottleneck[5]/relu_1" [id=599, type=relu];
 "600 DenseNet/Sequential[dense4]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_1" [id=600, type=symmetric_quantize];
 "601 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=601, type=symmetric_quantize];
 "602 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" [id=602, type=conv2d];
 "603 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=603, type=symmetric_quantize];
 "604 DenseNet/Sequential[dense4]/Bottleneck[5]/cat_0" [id=604, type=cat];
-"605 DenseNet/Sequential[dense4]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0" [id=605, type=batch_norm];
+"605 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0" [id=605, type=batch_norm];
 "606 DenseNet/Sequential[dense4]/Bottleneck[6]/relu_0" [id=606, type=relu];
 "607 DenseNet/Sequential[dense4]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_0" [id=607, type=symmetric_quantize];
 "608 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=608, type=symmetric_quantize];
 "609 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" [id=609, type=conv2d];
-"610 DenseNet/Sequential[dense4]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0" [id=610, type=batch_norm];
+"610 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0" [id=610, type=batch_norm];
 "611 DenseNet/Sequential[dense4]/Bottleneck[6]/relu_1" [id=611, type=relu];
 "612 DenseNet/Sequential[dense4]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_1" [id=612, type=symmetric_quantize];
 "613 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=613, type=symmetric_quantize];
 "614 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0" [id=614, type=conv2d];
 "615 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=615, type=symmetric_quantize];
 "616 DenseNet/Sequential[dense4]/Bottleneck[6]/cat_0" [id=616, type=cat];
-"617 DenseNet/Sequential[dense4]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0" [id=617, type=batch_norm];
+"617 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0" [id=617, type=batch_norm];
 "618 DenseNet/Sequential[dense4]/Bottleneck[7]/relu_0" [id=618, type=relu];
 "619 DenseNet/Sequential[dense4]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_0" [id=619, type=symmetric_quantize];
 "620 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=620, type=symmetric_quantize];
 "621 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" [id=621, type=conv2d];
-"622 DenseNet/Sequential[dense4]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0" [id=622, type=batch_norm];
+"622 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0" [id=622, type=batch_norm];
 "623 DenseNet/Sequential[dense4]/Bottleneck[7]/relu_1" [id=623, type=relu];
 "624 DenseNet/Sequential[dense4]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_1" [id=624, type=symmetric_quantize];
 "625 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=625, type=symmetric_quantize];
 "626 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0" [id=626, type=conv2d];
 "627 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=627, type=symmetric_quantize];
 "628 DenseNet/Sequential[dense4]/Bottleneck[7]/cat_0" [id=628, type=cat];
-"629 DenseNet/Sequential[dense4]/Bottleneck[8]/BatchNorm2d[bn1]/batch_norm_0" [id=629, type=batch_norm];
+"629 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFBatchNorm[bn1]/batch_norm_0" [id=629, type=batch_norm];
 "630 DenseNet/Sequential[dense4]/Bottleneck[8]/relu_0" [id=630, type=relu];
 "631 DenseNet/Sequential[dense4]/Bottleneck[8]/SymmetricQuantizer/symmetric_quantize_0" [id=631, type=symmetric_quantize];
 "632 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=632, type=symmetric_quantize];
 "633 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0" [id=633, type=conv2d];
-"634 DenseNet/Sequential[dense4]/Bottleneck[8]/BatchNorm2d[bn2]/batch_norm_0" [id=634, type=batch_norm];
+"634 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFBatchNorm[bn2]/batch_norm_0" [id=634, type=batch_norm];
 "635 DenseNet/Sequential[dense4]/Bottleneck[8]/relu_1" [id=635, type=relu];
 "636 DenseNet/Sequential[dense4]/Bottleneck[8]/SymmetricQuantizer/symmetric_quantize_1" [id=636, type=symmetric_quantize];
 "637 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=637, type=symmetric_quantize];
 "638 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0" [id=638, type=conv2d];
 "639 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=639, type=symmetric_quantize];
 "640 DenseNet/Sequential[dense4]/Bottleneck[8]/cat_0" [id=640, type=cat];
-"641 DenseNet/Sequential[dense4]/Bottleneck[9]/BatchNorm2d[bn1]/batch_norm_0" [id=641, type=batch_norm];
+"641 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFBatchNorm[bn1]/batch_norm_0" [id=641, type=batch_norm];
 "642 DenseNet/Sequential[dense4]/Bottleneck[9]/relu_0" [id=642, type=relu];
 "643 DenseNet/Sequential[dense4]/Bottleneck[9]/SymmetricQuantizer/symmetric_quantize_0" [id=643, type=symmetric_quantize];
 "644 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=644, type=symmetric_quantize];
 "645 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0" [id=645, type=conv2d];
-"646 DenseNet/Sequential[dense4]/Bottleneck[9]/BatchNorm2d[bn2]/batch_norm_0" [id=646, type=batch_norm];
+"646 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFBatchNorm[bn2]/batch_norm_0" [id=646, type=batch_norm];
 "647 DenseNet/Sequential[dense4]/Bottleneck[9]/relu_1" [id=647, type=relu];
 "648 DenseNet/Sequential[dense4]/Bottleneck[9]/SymmetricQuantizer/symmetric_quantize_1" [id=648, type=symmetric_quantize];
 "649 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=649, type=symmetric_quantize];
 "650 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0" [id=650, type=conv2d];
 "651 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=651, type=symmetric_quantize];
 "652 DenseNet/Sequential[dense4]/Bottleneck[9]/cat_0" [id=652, type=cat];
-"653 DenseNet/Sequential[dense4]/Bottleneck[10]/BatchNorm2d[bn1]/batch_norm_0" [id=653, type=batch_norm];
+"653 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFBatchNorm[bn1]/batch_norm_0" [id=653, type=batch_norm];
 "654 DenseNet/Sequential[dense4]/Bottleneck[10]/relu_0" [id=654, type=relu];
 "655 DenseNet/Sequential[dense4]/Bottleneck[10]/SymmetricQuantizer/symmetric_quantize_0" [id=655, type=symmetric_quantize];
 "656 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=656, type=symmetric_quantize];
 "657 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0" [id=657, type=conv2d];
-"658 DenseNet/Sequential[dense4]/Bottleneck[10]/BatchNorm2d[bn2]/batch_norm_0" [id=658, type=batch_norm];
+"658 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFBatchNorm[bn2]/batch_norm_0" [id=658, type=batch_norm];
 "659 DenseNet/Sequential[dense4]/Bottleneck[10]/relu_1" [id=659, type=relu];
 "660 DenseNet/Sequential[dense4]/Bottleneck[10]/SymmetricQuantizer/symmetric_quantize_1" [id=660, type=symmetric_quantize];
 "661 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=661, type=symmetric_quantize];
 "662 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0" [id=662, type=conv2d];
 "663 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=663, type=symmetric_quantize];
 "664 DenseNet/Sequential[dense4]/Bottleneck[10]/cat_0" [id=664, type=cat];
-"665 DenseNet/Sequential[dense4]/Bottleneck[11]/BatchNorm2d[bn1]/batch_norm_0" [id=665, type=batch_norm];
+"665 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFBatchNorm[bn1]/batch_norm_0" [id=665, type=batch_norm];
 "666 DenseNet/Sequential[dense4]/Bottleneck[11]/relu_0" [id=666, type=relu];
 "667 DenseNet/Sequential[dense4]/Bottleneck[11]/SymmetricQuantizer/symmetric_quantize_0" [id=667, type=symmetric_quantize];
 "668 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=668, type=symmetric_quantize];
 "669 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0" [id=669, type=conv2d];
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 "671 DenseNet/Sequential[dense4]/Bottleneck[11]/relu_1" [id=671, type=relu];
 "672 DenseNet/Sequential[dense4]/Bottleneck[11]/SymmetricQuantizer/symmetric_quantize_1" [id=672, type=symmetric_quantize];
 "673 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=673, type=symmetric_quantize];
 "674 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0" [id=674, type=conv2d];
 "675 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=675, type=symmetric_quantize];
 "676 DenseNet/Sequential[dense4]/Bottleneck[11]/cat_0" [id=676, type=cat];
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+"677 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFBatchNorm[bn1]/batch_norm_0" [id=677, type=batch_norm];
 "678 DenseNet/Sequential[dense4]/Bottleneck[12]/relu_0" [id=678, type=relu];
 "679 DenseNet/Sequential[dense4]/Bottleneck[12]/SymmetricQuantizer/symmetric_quantize_0" [id=679, type=symmetric_quantize];
 "680 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=680, type=symmetric_quantize];
 "681 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0" [id=681, type=conv2d];
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+"682 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFBatchNorm[bn2]/batch_norm_0" [id=682, type=batch_norm];
 "683 DenseNet/Sequential[dense4]/Bottleneck[12]/relu_1" [id=683, type=relu];
 "684 DenseNet/Sequential[dense4]/Bottleneck[12]/SymmetricQuantizer/symmetric_quantize_1" [id=684, type=symmetric_quantize];
 "685 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=685, type=symmetric_quantize];
 "686 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/conv2d_0" [id=686, type=conv2d];
 "687 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=687, type=symmetric_quantize];
 "688 DenseNet/Sequential[dense4]/Bottleneck[12]/cat_0" [id=688, type=cat];
-"689 DenseNet/Sequential[dense4]/Bottleneck[13]/BatchNorm2d[bn1]/batch_norm_0" [id=689, type=batch_norm];
+"689 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFBatchNorm[bn1]/batch_norm_0" [id=689, type=batch_norm];
 "690 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_0" [id=690, type=relu];
 "691 DenseNet/Sequential[dense4]/Bottleneck[13]/SymmetricQuantizer/symmetric_quantize_0" [id=691, type=symmetric_quantize];
 "692 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=692, type=symmetric_quantize];
 "693 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0" [id=693, type=conv2d];
-"694 DenseNet/Sequential[dense4]/Bottleneck[13]/BatchNorm2d[bn2]/batch_norm_0" [id=694, type=batch_norm];
+"694 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFBatchNorm[bn2]/batch_norm_0" [id=694, type=batch_norm];
 "695 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_1" [id=695, type=relu];
 "696 DenseNet/Sequential[dense4]/Bottleneck[13]/SymmetricQuantizer/symmetric_quantize_1" [id=696, type=symmetric_quantize];
 "697 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=697, type=symmetric_quantize];
 "698 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/conv2d_0" [id=698, type=conv2d];
 "699 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=699, type=symmetric_quantize];
 "700 DenseNet/Sequential[dense4]/Bottleneck[13]/cat_0" [id=700, type=cat];
-"701 DenseNet/Sequential[dense4]/Bottleneck[14]/BatchNorm2d[bn1]/batch_norm_0" [id=701, type=batch_norm];
+"701 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFBatchNorm[bn1]/batch_norm_0" [id=701, type=batch_norm];
 "702 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_0" [id=702, type=relu];
 "703 DenseNet/Sequential[dense4]/Bottleneck[14]/SymmetricQuantizer/symmetric_quantize_0" [id=703, type=symmetric_quantize];
 "704 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=704, type=symmetric_quantize];
 "705 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0" [id=705, type=conv2d];
-"706 DenseNet/Sequential[dense4]/Bottleneck[14]/BatchNorm2d[bn2]/batch_norm_0" [id=706, type=batch_norm];
+"706 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFBatchNorm[bn2]/batch_norm_0" [id=706, type=batch_norm];
 "707 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_1" [id=707, type=relu];
 "708 DenseNet/Sequential[dense4]/Bottleneck[14]/SymmetricQuantizer/symmetric_quantize_1" [id=708, type=symmetric_quantize];
 "709 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=709, type=symmetric_quantize];
 "710 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/conv2d_0" [id=710, type=conv2d];
 "711 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=711, type=symmetric_quantize];
 "712 DenseNet/Sequential[dense4]/Bottleneck[14]/cat_0" [id=712, type=cat];
-"713 DenseNet/Sequential[dense4]/Bottleneck[15]/BatchNorm2d[bn1]/batch_norm_0" [id=713, type=batch_norm];
+"713 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFBatchNorm[bn1]/batch_norm_0" [id=713, type=batch_norm];
 "714 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_0" [id=714, type=relu];
 "715 DenseNet/Sequential[dense4]/Bottleneck[15]/SymmetricQuantizer/symmetric_quantize_0" [id=715, type=symmetric_quantize];
 "716 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=716, type=symmetric_quantize];
 "717 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0" [id=717, type=conv2d];
-"718 DenseNet/Sequential[dense4]/Bottleneck[15]/BatchNorm2d[bn2]/batch_norm_0" [id=718, type=batch_norm];
+"718 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFBatchNorm[bn2]/batch_norm_0" [id=718, type=batch_norm];
 "719 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_1" [id=719, type=relu];
 "720 DenseNet/Sequential[dense4]/Bottleneck[15]/SymmetricQuantizer/symmetric_quantize_1" [id=720, type=symmetric_quantize];
 "721 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=721, type=symmetric_quantize];
 "722 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/conv2d_0" [id=722, type=conv2d];
 "723 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" [id=723, type=symmetric_quantize];
 "724 DenseNet/Sequential[dense4]/Bottleneck[15]/cat_0" [id=724, type=cat];
-"725 DenseNet/BatchNorm2d[bn]/batch_norm_0" [id=725, type=batch_norm];
+"725 DenseNet/NNCFBatchNorm[bn]/batch_norm_0" [id=725, type=batch_norm];
 "726 DenseNet/relu_0" [id=726, type=relu];
 "727 DenseNet/SymmetricQuantizer/symmetric_quantize_0" [id=727, type=symmetric_quantize];
 "728 DenseNet/avg_pool2d_0" [id=728, type=avg_pool2d];
@@ -737,786 +737,786 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 DenseNet/NNCFConv2d[conv1]/conv2d_0";
 "2 DenseNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 DenseNet/NNCFConv2d[conv1]/conv2d_0";
 "3 DenseNet/NNCFConv2d[conv1]/conv2d_0" -> "4 DenseNet/NNCFConv2d[conv1]/SymmetricQuantizer/symmetric_quantize_0";
-"4 DenseNet/NNCFConv2d[conv1]/SymmetricQuantizer/symmetric_quantize_0" -> "5 DenseNet/Sequential[dense1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"5 DenseNet/Sequential[dense1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "6 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_0";
+"4 DenseNet/NNCFConv2d[conv1]/SymmetricQuantizer/symmetric_quantize_0" -> "5 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"5 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "6 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_0";
 "6 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_0" -> "7 DenseNet/Sequential[dense1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0";
 "7 DenseNet/Sequential[dense1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "9 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "8 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "9 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "4 DenseNet/NNCFConv2d[conv1]/SymmetricQuantizer/symmetric_quantize_0" -> "16 DenseNet/Sequential[dense1]/Bottleneck[0]/cat_0";
-"9 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 DenseNet/Sequential[dense1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"10 DenseNet/Sequential[dense1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "11 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_1";
+"9 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"10 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "11 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_1";
 "11 DenseNet/Sequential[dense1]/Bottleneck[0]/relu_1" -> "12 DenseNet/Sequential[dense1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1";
 "12 DenseNet/Sequential[dense1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" -> "14 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "13 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "14 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "14 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "15 DenseNet/Sequential[dense1]/Bottleneck[0]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "16 DenseNet/Sequential[dense1]/Bottleneck[0]/cat_0";
-"16 DenseNet/Sequential[dense1]/Bottleneck[0]/cat_0" -> "17 DenseNet/Sequential[dense1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
+"16 DenseNet/Sequential[dense1]/Bottleneck[0]/cat_0" -> "17 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "16 DenseNet/Sequential[dense1]/Bottleneck[0]/cat_0" -> "28 DenseNet/Sequential[dense1]/Bottleneck[1]/cat_0";
-"17 DenseNet/Sequential[dense1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "18 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_0";
+"17 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "18 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_0";
 "18 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_0" -> "19 DenseNet/Sequential[dense1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0";
 "19 DenseNet/Sequential[dense1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" -> "21 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "20 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "21 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"21 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "22 DenseNet/Sequential[dense1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"22 DenseNet/Sequential[dense1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "23 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_1";
+"21 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "22 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"22 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "23 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_1";
 "23 DenseNet/Sequential[dense1]/Bottleneck[1]/relu_1" -> "24 DenseNet/Sequential[dense1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1";
 "24 DenseNet/Sequential[dense1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" -> "26 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "25 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "26 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "26 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "27 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "27 DenseNet/Sequential[dense1]/Bottleneck[1]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "28 DenseNet/Sequential[dense1]/Bottleneck[1]/cat_0";
-"28 DenseNet/Sequential[dense1]/Bottleneck[1]/cat_0" -> "29 DenseNet/Sequential[dense1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"28 DenseNet/Sequential[dense1]/Bottleneck[1]/cat_0" -> "29 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "28 DenseNet/Sequential[dense1]/Bottleneck[1]/cat_0" -> "40 DenseNet/Sequential[dense1]/Bottleneck[2]/cat_0";
-"29 DenseNet/Sequential[dense1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "30 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_0";
+"29 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "30 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_0";
 "30 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_0" -> "31 DenseNet/Sequential[dense1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0";
 "31 DenseNet/Sequential[dense1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" -> "33 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "32 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "33 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"33 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "34 DenseNet/Sequential[dense1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"34 DenseNet/Sequential[dense1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "35 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_1";
+"33 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "34 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"34 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "35 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_1";
 "35 DenseNet/Sequential[dense1]/Bottleneck[2]/relu_1" -> "36 DenseNet/Sequential[dense1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1";
 "36 DenseNet/Sequential[dense1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" -> "38 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "37 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "38 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "38 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "39 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "39 DenseNet/Sequential[dense1]/Bottleneck[2]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "40 DenseNet/Sequential[dense1]/Bottleneck[2]/cat_0";
-"40 DenseNet/Sequential[dense1]/Bottleneck[2]/cat_0" -> "41 DenseNet/Sequential[dense1]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
+"40 DenseNet/Sequential[dense1]/Bottleneck[2]/cat_0" -> "41 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
 "40 DenseNet/Sequential[dense1]/Bottleneck[2]/cat_0" -> "52 DenseNet/Sequential[dense1]/Bottleneck[3]/cat_0";
-"41 DenseNet/Sequential[dense1]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "42 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_0";
+"41 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "42 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_0";
 "42 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_0" -> "43 DenseNet/Sequential[dense1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0";
 "43 DenseNet/Sequential[dense1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" -> "45 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "44 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "45 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"45 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "46 DenseNet/Sequential[dense1]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"46 DenseNet/Sequential[dense1]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "47 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_1";
+"45 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "46 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"46 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "47 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_1";
 "47 DenseNet/Sequential[dense1]/Bottleneck[3]/relu_1" -> "48 DenseNet/Sequential[dense1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1";
 "48 DenseNet/Sequential[dense1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" -> "50 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "49 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "50 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "50 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "51 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "51 DenseNet/Sequential[dense1]/Bottleneck[3]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "52 DenseNet/Sequential[dense1]/Bottleneck[3]/cat_0";
-"52 DenseNet/Sequential[dense1]/Bottleneck[3]/cat_0" -> "53 DenseNet/Sequential[dense1]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
+"52 DenseNet/Sequential[dense1]/Bottleneck[3]/cat_0" -> "53 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
 "52 DenseNet/Sequential[dense1]/Bottleneck[3]/cat_0" -> "64 DenseNet/Sequential[dense1]/Bottleneck[4]/cat_0";
-"53 DenseNet/Sequential[dense1]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "54 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_0";
+"53 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "54 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_0";
 "54 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_0" -> "55 DenseNet/Sequential[dense1]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_0";
 "55 DenseNet/Sequential[dense1]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_0" -> "57 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "56 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"57 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "58 DenseNet/Sequential[dense1]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"58 DenseNet/Sequential[dense1]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "59 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_1";
+"57 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "58 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"58 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "59 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_1";
 "59 DenseNet/Sequential[dense1]/Bottleneck[4]/relu_1" -> "60 DenseNet/Sequential[dense1]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_1";
 "60 DenseNet/Sequential[dense1]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_1" -> "62 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "61 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "62 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "62 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "63 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "63 DenseNet/Sequential[dense1]/Bottleneck[4]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "64 DenseNet/Sequential[dense1]/Bottleneck[4]/cat_0";
-"64 DenseNet/Sequential[dense1]/Bottleneck[4]/cat_0" -> "65 DenseNet/Sequential[dense1]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
+"64 DenseNet/Sequential[dense1]/Bottleneck[4]/cat_0" -> "65 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
 "64 DenseNet/Sequential[dense1]/Bottleneck[4]/cat_0" -> "76 DenseNet/Sequential[dense1]/Bottleneck[5]/cat_0";
-"65 DenseNet/Sequential[dense1]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "66 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_0";
+"65 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "66 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_0";
 "66 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_0" -> "67 DenseNet/Sequential[dense1]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_0";
 "67 DenseNet/Sequential[dense1]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_0" -> "69 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "68 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "69 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"69 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "70 DenseNet/Sequential[dense1]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"70 DenseNet/Sequential[dense1]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "71 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_1";
+"69 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "70 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"70 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "71 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_1";
 "71 DenseNet/Sequential[dense1]/Bottleneck[5]/relu_1" -> "72 DenseNet/Sequential[dense1]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_1";
 "72 DenseNet/Sequential[dense1]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_1" -> "74 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "73 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "74 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "74 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "75 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "75 DenseNet/Sequential[dense1]/Bottleneck[5]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "76 DenseNet/Sequential[dense1]/Bottleneck[5]/cat_0";
-"76 DenseNet/Sequential[dense1]/Bottleneck[5]/cat_0" -> "77 DenseNet/Transition[trans1]/BatchNorm2d[bn]/batch_norm_0";
-"77 DenseNet/Transition[trans1]/BatchNorm2d[bn]/batch_norm_0" -> "78 DenseNet/Transition[trans1]/relu_0";
+"76 DenseNet/Sequential[dense1]/Bottleneck[5]/cat_0" -> "77 DenseNet/Transition[trans1]/NNCFBatchNorm[bn]/batch_norm_0";
+"77 DenseNet/Transition[trans1]/NNCFBatchNorm[bn]/batch_norm_0" -> "78 DenseNet/Transition[trans1]/relu_0";
 "78 DenseNet/Transition[trans1]/relu_0" -> "79 DenseNet/Transition[trans1]/SymmetricQuantizer/symmetric_quantize_0";
 "79 DenseNet/Transition[trans1]/SymmetricQuantizer/symmetric_quantize_0" -> "81 DenseNet/Transition[trans1]/NNCFConv2d[conv]/conv2d_0";
 "80 DenseNet/Transition[trans1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "81 DenseNet/Transition[trans1]/NNCFConv2d[conv]/conv2d_0";
 "81 DenseNet/Transition[trans1]/NNCFConv2d[conv]/conv2d_0" -> "82 DenseNet/Transition[trans1]/NNCFConv2d[conv]/SymmetricQuantizer/symmetric_quantize_0";
 "82 DenseNet/Transition[trans1]/NNCFConv2d[conv]/SymmetricQuantizer/symmetric_quantize_0" -> "83 DenseNet/Transition[trans1]/avg_pool2d_0";
 "83 DenseNet/Transition[trans1]/avg_pool2d_0" -> "84 DenseNet/Transition[trans1]/SymmetricQuantizer/symmetric_quantize_1";
-"84 DenseNet/Transition[trans1]/SymmetricQuantizer/symmetric_quantize_1" -> "85 DenseNet/Sequential[dense2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
+"84 DenseNet/Transition[trans1]/SymmetricQuantizer/symmetric_quantize_1" -> "85 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
 "84 DenseNet/Transition[trans1]/SymmetricQuantizer/symmetric_quantize_1" -> "96 DenseNet/Sequential[dense2]/Bottleneck[0]/cat_0";
-"85 DenseNet/Sequential[dense2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "86 DenseNet/Sequential[dense2]/Bottleneck[0]/relu_0";
+"85 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "86 DenseNet/Sequential[dense2]/Bottleneck[0]/relu_0";
 "86 DenseNet/Sequential[dense2]/Bottleneck[0]/relu_0" -> "87 DenseNet/Sequential[dense2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0";
 "87 DenseNet/Sequential[dense2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "89 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "88 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "89 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"89 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "90 DenseNet/Sequential[dense2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"90 DenseNet/Sequential[dense2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "91 DenseNet/Sequential[dense2]/Bottleneck[0]/relu_1";
+"89 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "90 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"90 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "91 DenseNet/Sequential[dense2]/Bottleneck[0]/relu_1";
 "91 DenseNet/Sequential[dense2]/Bottleneck[0]/relu_1" -> "92 DenseNet/Sequential[dense2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1";
 "92 DenseNet/Sequential[dense2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" -> "94 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "93 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "94 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "94 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "95 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "95 DenseNet/Sequential[dense2]/Bottleneck[0]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "96 DenseNet/Sequential[dense2]/Bottleneck[0]/cat_0";
-"96 DenseNet/Sequential[dense2]/Bottleneck[0]/cat_0" -> "97 DenseNet/Sequential[dense2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"97 DenseNet/Sequential[dense2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "98 DenseNet/Sequential[dense2]/Bottleneck[1]/relu_0";
+"96 DenseNet/Sequential[dense2]/Bottleneck[0]/cat_0" -> "97 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"97 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "98 DenseNet/Sequential[dense2]/Bottleneck[1]/relu_0";
 "98 DenseNet/Sequential[dense2]/Bottleneck[1]/relu_0" -> "99 DenseNet/Sequential[dense2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0";
 "96 DenseNet/Sequential[dense2]/Bottleneck[0]/cat_0" -> "108 DenseNet/Sequential[dense2]/Bottleneck[1]/cat_0";
 "99 DenseNet/Sequential[dense2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" -> "101 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "100 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "101 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"101 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "102 DenseNet/Sequential[dense2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"102 DenseNet/Sequential[dense2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "103 DenseNet/Sequential[dense2]/Bottleneck[1]/relu_1";
+"101 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "102 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"102 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "103 DenseNet/Sequential[dense2]/Bottleneck[1]/relu_1";
 "103 DenseNet/Sequential[dense2]/Bottleneck[1]/relu_1" -> "104 DenseNet/Sequential[dense2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1";
 "104 DenseNet/Sequential[dense2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" -> "106 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "105 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "106 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "106 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "107 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "107 DenseNet/Sequential[dense2]/Bottleneck[1]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "108 DenseNet/Sequential[dense2]/Bottleneck[1]/cat_0";
-"108 DenseNet/Sequential[dense2]/Bottleneck[1]/cat_0" -> "109 DenseNet/Sequential[dense2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"108 DenseNet/Sequential[dense2]/Bottleneck[1]/cat_0" -> "109 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "108 DenseNet/Sequential[dense2]/Bottleneck[1]/cat_0" -> "120 DenseNet/Sequential[dense2]/Bottleneck[2]/cat_0";
-"109 DenseNet/Sequential[dense2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "110 DenseNet/Sequential[dense2]/Bottleneck[2]/relu_0";
+"109 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "110 DenseNet/Sequential[dense2]/Bottleneck[2]/relu_0";
 "110 DenseNet/Sequential[dense2]/Bottleneck[2]/relu_0" -> "111 DenseNet/Sequential[dense2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0";
 "111 DenseNet/Sequential[dense2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" -> "113 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "112 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "113 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"113 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "114 DenseNet/Sequential[dense2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"114 DenseNet/Sequential[dense2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "115 DenseNet/Sequential[dense2]/Bottleneck[2]/relu_1";
+"113 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "114 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"114 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "115 DenseNet/Sequential[dense2]/Bottleneck[2]/relu_1";
 "115 DenseNet/Sequential[dense2]/Bottleneck[2]/relu_1" -> "116 DenseNet/Sequential[dense2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1";
 "116 DenseNet/Sequential[dense2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" -> "118 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "117 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "118 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "118 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "119 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "119 DenseNet/Sequential[dense2]/Bottleneck[2]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "120 DenseNet/Sequential[dense2]/Bottleneck[2]/cat_0";
-"120 DenseNet/Sequential[dense2]/Bottleneck[2]/cat_0" -> "121 DenseNet/Sequential[dense2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
+"120 DenseNet/Sequential[dense2]/Bottleneck[2]/cat_0" -> "121 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
 "120 DenseNet/Sequential[dense2]/Bottleneck[2]/cat_0" -> "132 DenseNet/Sequential[dense2]/Bottleneck[3]/cat_0";
-"121 DenseNet/Sequential[dense2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "122 DenseNet/Sequential[dense2]/Bottleneck[3]/relu_0";
+"121 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "122 DenseNet/Sequential[dense2]/Bottleneck[3]/relu_0";
 "122 DenseNet/Sequential[dense2]/Bottleneck[3]/relu_0" -> "123 DenseNet/Sequential[dense2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0";
 "123 DenseNet/Sequential[dense2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" -> "125 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "124 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "125 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"125 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "126 DenseNet/Sequential[dense2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"126 DenseNet/Sequential[dense2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "127 DenseNet/Sequential[dense2]/Bottleneck[3]/relu_1";
+"125 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "126 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"126 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "127 DenseNet/Sequential[dense2]/Bottleneck[3]/relu_1";
 "127 DenseNet/Sequential[dense2]/Bottleneck[3]/relu_1" -> "128 DenseNet/Sequential[dense2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1";
 "128 DenseNet/Sequential[dense2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" -> "130 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "129 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "130 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "130 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "131 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "131 DenseNet/Sequential[dense2]/Bottleneck[3]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "132 DenseNet/Sequential[dense2]/Bottleneck[3]/cat_0";
-"132 DenseNet/Sequential[dense2]/Bottleneck[3]/cat_0" -> "133 DenseNet/Sequential[dense2]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
+"132 DenseNet/Sequential[dense2]/Bottleneck[3]/cat_0" -> "133 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
 "132 DenseNet/Sequential[dense2]/Bottleneck[3]/cat_0" -> "144 DenseNet/Sequential[dense2]/Bottleneck[4]/cat_0";
-"133 DenseNet/Sequential[dense2]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "134 DenseNet/Sequential[dense2]/Bottleneck[4]/relu_0";
+"133 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "134 DenseNet/Sequential[dense2]/Bottleneck[4]/relu_0";
 "134 DenseNet/Sequential[dense2]/Bottleneck[4]/relu_0" -> "135 DenseNet/Sequential[dense2]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_0";
 "135 DenseNet/Sequential[dense2]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_0" -> "137 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "136 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "137 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"137 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "138 DenseNet/Sequential[dense2]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"138 DenseNet/Sequential[dense2]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "139 DenseNet/Sequential[dense2]/Bottleneck[4]/relu_1";
+"137 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "138 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"138 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "139 DenseNet/Sequential[dense2]/Bottleneck[4]/relu_1";
 "139 DenseNet/Sequential[dense2]/Bottleneck[4]/relu_1" -> "140 DenseNet/Sequential[dense2]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_1";
 "140 DenseNet/Sequential[dense2]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_1" -> "142 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "141 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "142 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "142 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "143 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "143 DenseNet/Sequential[dense2]/Bottleneck[4]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "144 DenseNet/Sequential[dense2]/Bottleneck[4]/cat_0";
-"144 DenseNet/Sequential[dense2]/Bottleneck[4]/cat_0" -> "145 DenseNet/Sequential[dense2]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
+"144 DenseNet/Sequential[dense2]/Bottleneck[4]/cat_0" -> "145 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
 "144 DenseNet/Sequential[dense2]/Bottleneck[4]/cat_0" -> "156 DenseNet/Sequential[dense2]/Bottleneck[5]/cat_0";
-"145 DenseNet/Sequential[dense2]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "146 DenseNet/Sequential[dense2]/Bottleneck[5]/relu_0";
+"145 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "146 DenseNet/Sequential[dense2]/Bottleneck[5]/relu_0";
 "146 DenseNet/Sequential[dense2]/Bottleneck[5]/relu_0" -> "147 DenseNet/Sequential[dense2]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_0";
 "147 DenseNet/Sequential[dense2]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_0" -> "149 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "148 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "149 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"149 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "150 DenseNet/Sequential[dense2]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"150 DenseNet/Sequential[dense2]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "151 DenseNet/Sequential[dense2]/Bottleneck[5]/relu_1";
+"149 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "150 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"150 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "151 DenseNet/Sequential[dense2]/Bottleneck[5]/relu_1";
 "151 DenseNet/Sequential[dense2]/Bottleneck[5]/relu_1" -> "152 DenseNet/Sequential[dense2]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_1";
 "152 DenseNet/Sequential[dense2]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_1" -> "154 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "153 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "154 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "154 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "155 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "155 DenseNet/Sequential[dense2]/Bottleneck[5]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "156 DenseNet/Sequential[dense2]/Bottleneck[5]/cat_0";
-"156 DenseNet/Sequential[dense2]/Bottleneck[5]/cat_0" -> "157 DenseNet/Sequential[dense2]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0";
+"156 DenseNet/Sequential[dense2]/Bottleneck[5]/cat_0" -> "157 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0";
 "156 DenseNet/Sequential[dense2]/Bottleneck[5]/cat_0" -> "168 DenseNet/Sequential[dense2]/Bottleneck[6]/cat_0";
-"157 DenseNet/Sequential[dense2]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0" -> "158 DenseNet/Sequential[dense2]/Bottleneck[6]/relu_0";
+"157 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0" -> "158 DenseNet/Sequential[dense2]/Bottleneck[6]/relu_0";
 "158 DenseNet/Sequential[dense2]/Bottleneck[6]/relu_0" -> "159 DenseNet/Sequential[dense2]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_0";
 "159 DenseNet/Sequential[dense2]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_0" -> "161 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
 "160 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "161 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
-"161 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "162 DenseNet/Sequential[dense2]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0";
-"162 DenseNet/Sequential[dense2]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0" -> "163 DenseNet/Sequential[dense2]/Bottleneck[6]/relu_1";
+"161 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "162 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0";
+"162 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0" -> "163 DenseNet/Sequential[dense2]/Bottleneck[6]/relu_1";
 "163 DenseNet/Sequential[dense2]/Bottleneck[6]/relu_1" -> "164 DenseNet/Sequential[dense2]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_1";
 "164 DenseNet/Sequential[dense2]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_1" -> "166 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
 "165 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "166 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
 "166 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0" -> "167 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "167 DenseNet/Sequential[dense2]/Bottleneck[6]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "168 DenseNet/Sequential[dense2]/Bottleneck[6]/cat_0";
-"168 DenseNet/Sequential[dense2]/Bottleneck[6]/cat_0" -> "169 DenseNet/Sequential[dense2]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0";
+"168 DenseNet/Sequential[dense2]/Bottleneck[6]/cat_0" -> "169 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0";
 "168 DenseNet/Sequential[dense2]/Bottleneck[6]/cat_0" -> "180 DenseNet/Sequential[dense2]/Bottleneck[7]/cat_0";
-"169 DenseNet/Sequential[dense2]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0" -> "170 DenseNet/Sequential[dense2]/Bottleneck[7]/relu_0";
+"169 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0" -> "170 DenseNet/Sequential[dense2]/Bottleneck[7]/relu_0";
 "170 DenseNet/Sequential[dense2]/Bottleneck[7]/relu_0" -> "171 DenseNet/Sequential[dense2]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_0";
 "171 DenseNet/Sequential[dense2]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_0" -> "173 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
 "172 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "173 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
-"173 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "174 DenseNet/Sequential[dense2]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0";
-"174 DenseNet/Sequential[dense2]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0" -> "175 DenseNet/Sequential[dense2]/Bottleneck[7]/relu_1";
+"173 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "174 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0";
+"174 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0" -> "175 DenseNet/Sequential[dense2]/Bottleneck[7]/relu_1";
 "175 DenseNet/Sequential[dense2]/Bottleneck[7]/relu_1" -> "176 DenseNet/Sequential[dense2]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_1";
 "176 DenseNet/Sequential[dense2]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_1" -> "178 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
 "177 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "178 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
 "178 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0" -> "179 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "179 DenseNet/Sequential[dense2]/Bottleneck[7]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "180 DenseNet/Sequential[dense2]/Bottleneck[7]/cat_0";
-"180 DenseNet/Sequential[dense2]/Bottleneck[7]/cat_0" -> "181 DenseNet/Sequential[dense2]/Bottleneck[8]/BatchNorm2d[bn1]/batch_norm_0";
+"180 DenseNet/Sequential[dense2]/Bottleneck[7]/cat_0" -> "181 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFBatchNorm[bn1]/batch_norm_0";
 "180 DenseNet/Sequential[dense2]/Bottleneck[7]/cat_0" -> "192 DenseNet/Sequential[dense2]/Bottleneck[8]/cat_0";
-"181 DenseNet/Sequential[dense2]/Bottleneck[8]/BatchNorm2d[bn1]/batch_norm_0" -> "182 DenseNet/Sequential[dense2]/Bottleneck[8]/relu_0";
+"181 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFBatchNorm[bn1]/batch_norm_0" -> "182 DenseNet/Sequential[dense2]/Bottleneck[8]/relu_0";
 "182 DenseNet/Sequential[dense2]/Bottleneck[8]/relu_0" -> "183 DenseNet/Sequential[dense2]/Bottleneck[8]/SymmetricQuantizer/symmetric_quantize_0";
 "183 DenseNet/Sequential[dense2]/Bottleneck[8]/SymmetricQuantizer/symmetric_quantize_0" -> "185 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0";
 "184 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0";
-"185 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0" -> "186 DenseNet/Sequential[dense2]/Bottleneck[8]/BatchNorm2d[bn2]/batch_norm_0";
-"186 DenseNet/Sequential[dense2]/Bottleneck[8]/BatchNorm2d[bn2]/batch_norm_0" -> "187 DenseNet/Sequential[dense2]/Bottleneck[8]/relu_1";
+"185 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0" -> "186 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFBatchNorm[bn2]/batch_norm_0";
+"186 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFBatchNorm[bn2]/batch_norm_0" -> "187 DenseNet/Sequential[dense2]/Bottleneck[8]/relu_1";
 "187 DenseNet/Sequential[dense2]/Bottleneck[8]/relu_1" -> "188 DenseNet/Sequential[dense2]/Bottleneck[8]/SymmetricQuantizer/symmetric_quantize_1";
 "188 DenseNet/Sequential[dense2]/Bottleneck[8]/SymmetricQuantizer/symmetric_quantize_1" -> "190 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0";
 "189 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0";
 "190 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0" -> "191 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "191 DenseNet/Sequential[dense2]/Bottleneck[8]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "192 DenseNet/Sequential[dense2]/Bottleneck[8]/cat_0";
-"192 DenseNet/Sequential[dense2]/Bottleneck[8]/cat_0" -> "193 DenseNet/Sequential[dense2]/Bottleneck[9]/BatchNorm2d[bn1]/batch_norm_0";
+"192 DenseNet/Sequential[dense2]/Bottleneck[8]/cat_0" -> "193 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFBatchNorm[bn1]/batch_norm_0";
 "192 DenseNet/Sequential[dense2]/Bottleneck[8]/cat_0" -> "204 DenseNet/Sequential[dense2]/Bottleneck[9]/cat_0";
-"193 DenseNet/Sequential[dense2]/Bottleneck[9]/BatchNorm2d[bn1]/batch_norm_0" -> "194 DenseNet/Sequential[dense2]/Bottleneck[9]/relu_0";
+"193 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFBatchNorm[bn1]/batch_norm_0" -> "194 DenseNet/Sequential[dense2]/Bottleneck[9]/relu_0";
 "194 DenseNet/Sequential[dense2]/Bottleneck[9]/relu_0" -> "195 DenseNet/Sequential[dense2]/Bottleneck[9]/SymmetricQuantizer/symmetric_quantize_0";
 "195 DenseNet/Sequential[dense2]/Bottleneck[9]/SymmetricQuantizer/symmetric_quantize_0" -> "197 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0";
 "196 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "197 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0";
-"197 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0" -> "198 DenseNet/Sequential[dense2]/Bottleneck[9]/BatchNorm2d[bn2]/batch_norm_0";
-"198 DenseNet/Sequential[dense2]/Bottleneck[9]/BatchNorm2d[bn2]/batch_norm_0" -> "199 DenseNet/Sequential[dense2]/Bottleneck[9]/relu_1";
+"197 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0" -> "198 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFBatchNorm[bn2]/batch_norm_0";
+"198 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFBatchNorm[bn2]/batch_norm_0" -> "199 DenseNet/Sequential[dense2]/Bottleneck[9]/relu_1";
 "199 DenseNet/Sequential[dense2]/Bottleneck[9]/relu_1" -> "200 DenseNet/Sequential[dense2]/Bottleneck[9]/SymmetricQuantizer/symmetric_quantize_1";
 "200 DenseNet/Sequential[dense2]/Bottleneck[9]/SymmetricQuantizer/symmetric_quantize_1" -> "202 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0";
 "201 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "202 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0";
 "202 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0" -> "203 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "203 DenseNet/Sequential[dense2]/Bottleneck[9]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "204 DenseNet/Sequential[dense2]/Bottleneck[9]/cat_0";
-"204 DenseNet/Sequential[dense2]/Bottleneck[9]/cat_0" -> "205 DenseNet/Sequential[dense2]/Bottleneck[10]/BatchNorm2d[bn1]/batch_norm_0";
+"204 DenseNet/Sequential[dense2]/Bottleneck[9]/cat_0" -> "205 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFBatchNorm[bn1]/batch_norm_0";
 "204 DenseNet/Sequential[dense2]/Bottleneck[9]/cat_0" -> "216 DenseNet/Sequential[dense2]/Bottleneck[10]/cat_0";
-"205 DenseNet/Sequential[dense2]/Bottleneck[10]/BatchNorm2d[bn1]/batch_norm_0" -> "206 DenseNet/Sequential[dense2]/Bottleneck[10]/relu_0";
+"205 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFBatchNorm[bn1]/batch_norm_0" -> "206 DenseNet/Sequential[dense2]/Bottleneck[10]/relu_0";
 "206 DenseNet/Sequential[dense2]/Bottleneck[10]/relu_0" -> "207 DenseNet/Sequential[dense2]/Bottleneck[10]/SymmetricQuantizer/symmetric_quantize_0";
 "207 DenseNet/Sequential[dense2]/Bottleneck[10]/SymmetricQuantizer/symmetric_quantize_0" -> "209 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0";
 "208 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "209 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0";
-"209 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0" -> "210 DenseNet/Sequential[dense2]/Bottleneck[10]/BatchNorm2d[bn2]/batch_norm_0";
-"210 DenseNet/Sequential[dense2]/Bottleneck[10]/BatchNorm2d[bn2]/batch_norm_0" -> "211 DenseNet/Sequential[dense2]/Bottleneck[10]/relu_1";
+"209 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0" -> "210 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFBatchNorm[bn2]/batch_norm_0";
+"210 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFBatchNorm[bn2]/batch_norm_0" -> "211 DenseNet/Sequential[dense2]/Bottleneck[10]/relu_1";
 "211 DenseNet/Sequential[dense2]/Bottleneck[10]/relu_1" -> "212 DenseNet/Sequential[dense2]/Bottleneck[10]/SymmetricQuantizer/symmetric_quantize_1";
 "212 DenseNet/Sequential[dense2]/Bottleneck[10]/SymmetricQuantizer/symmetric_quantize_1" -> "214 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0";
 "213 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "214 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0";
 "214 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0" -> "215 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "215 DenseNet/Sequential[dense2]/Bottleneck[10]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "216 DenseNet/Sequential[dense2]/Bottleneck[10]/cat_0";
-"216 DenseNet/Sequential[dense2]/Bottleneck[10]/cat_0" -> "217 DenseNet/Sequential[dense2]/Bottleneck[11]/BatchNorm2d[bn1]/batch_norm_0";
+"216 DenseNet/Sequential[dense2]/Bottleneck[10]/cat_0" -> "217 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFBatchNorm[bn1]/batch_norm_0";
 "216 DenseNet/Sequential[dense2]/Bottleneck[10]/cat_0" -> "228 DenseNet/Sequential[dense2]/Bottleneck[11]/cat_0";
-"217 DenseNet/Sequential[dense2]/Bottleneck[11]/BatchNorm2d[bn1]/batch_norm_0" -> "218 DenseNet/Sequential[dense2]/Bottleneck[11]/relu_0";
+"217 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFBatchNorm[bn1]/batch_norm_0" -> "218 DenseNet/Sequential[dense2]/Bottleneck[11]/relu_0";
 "218 DenseNet/Sequential[dense2]/Bottleneck[11]/relu_0" -> "219 DenseNet/Sequential[dense2]/Bottleneck[11]/SymmetricQuantizer/symmetric_quantize_0";
 "219 DenseNet/Sequential[dense2]/Bottleneck[11]/SymmetricQuantizer/symmetric_quantize_0" -> "221 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0";
 "220 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "221 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0";
-"221 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0" -> "222 DenseNet/Sequential[dense2]/Bottleneck[11]/BatchNorm2d[bn2]/batch_norm_0";
-"222 DenseNet/Sequential[dense2]/Bottleneck[11]/BatchNorm2d[bn2]/batch_norm_0" -> "223 DenseNet/Sequential[dense2]/Bottleneck[11]/relu_1";
+"221 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0" -> "222 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFBatchNorm[bn2]/batch_norm_0";
+"222 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFBatchNorm[bn2]/batch_norm_0" -> "223 DenseNet/Sequential[dense2]/Bottleneck[11]/relu_1";
 "223 DenseNet/Sequential[dense2]/Bottleneck[11]/relu_1" -> "224 DenseNet/Sequential[dense2]/Bottleneck[11]/SymmetricQuantizer/symmetric_quantize_1";
 "224 DenseNet/Sequential[dense2]/Bottleneck[11]/SymmetricQuantizer/symmetric_quantize_1" -> "226 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0";
 "225 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "226 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0";
 "226 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0" -> "227 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "227 DenseNet/Sequential[dense2]/Bottleneck[11]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "228 DenseNet/Sequential[dense2]/Bottleneck[11]/cat_0";
-"228 DenseNet/Sequential[dense2]/Bottleneck[11]/cat_0" -> "229 DenseNet/Transition[trans2]/BatchNorm2d[bn]/batch_norm_0";
-"229 DenseNet/Transition[trans2]/BatchNorm2d[bn]/batch_norm_0" -> "230 DenseNet/Transition[trans2]/relu_0";
+"228 DenseNet/Sequential[dense2]/Bottleneck[11]/cat_0" -> "229 DenseNet/Transition[trans2]/NNCFBatchNorm[bn]/batch_norm_0";
+"229 DenseNet/Transition[trans2]/NNCFBatchNorm[bn]/batch_norm_0" -> "230 DenseNet/Transition[trans2]/relu_0";
 "230 DenseNet/Transition[trans2]/relu_0" -> "231 DenseNet/Transition[trans2]/SymmetricQuantizer/symmetric_quantize_0";
 "231 DenseNet/Transition[trans2]/SymmetricQuantizer/symmetric_quantize_0" -> "233 DenseNet/Transition[trans2]/NNCFConv2d[conv]/conv2d_0";
 "232 DenseNet/Transition[trans2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "233 DenseNet/Transition[trans2]/NNCFConv2d[conv]/conv2d_0";
 "233 DenseNet/Transition[trans2]/NNCFConv2d[conv]/conv2d_0" -> "234 DenseNet/Transition[trans2]/NNCFConv2d[conv]/SymmetricQuantizer/symmetric_quantize_0";
 "234 DenseNet/Transition[trans2]/NNCFConv2d[conv]/SymmetricQuantizer/symmetric_quantize_0" -> "235 DenseNet/Transition[trans2]/avg_pool2d_0";
 "235 DenseNet/Transition[trans2]/avg_pool2d_0" -> "236 DenseNet/Transition[trans2]/SymmetricQuantizer/symmetric_quantize_1";
-"236 DenseNet/Transition[trans2]/SymmetricQuantizer/symmetric_quantize_1" -> "237 DenseNet/Sequential[dense3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
+"236 DenseNet/Transition[trans2]/SymmetricQuantizer/symmetric_quantize_1" -> "237 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
 "236 DenseNet/Transition[trans2]/SymmetricQuantizer/symmetric_quantize_1" -> "248 DenseNet/Sequential[dense3]/Bottleneck[0]/cat_0";
-"237 DenseNet/Sequential[dense3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "238 DenseNet/Sequential[dense3]/Bottleneck[0]/relu_0";
+"237 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "238 DenseNet/Sequential[dense3]/Bottleneck[0]/relu_0";
 "238 DenseNet/Sequential[dense3]/Bottleneck[0]/relu_0" -> "239 DenseNet/Sequential[dense3]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0";
 "239 DenseNet/Sequential[dense3]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "241 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "240 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "241 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"241 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "242 DenseNet/Sequential[dense3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"242 DenseNet/Sequential[dense3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "243 DenseNet/Sequential[dense3]/Bottleneck[0]/relu_1";
+"241 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "242 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"242 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "243 DenseNet/Sequential[dense3]/Bottleneck[0]/relu_1";
 "243 DenseNet/Sequential[dense3]/Bottleneck[0]/relu_1" -> "244 DenseNet/Sequential[dense3]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1";
 "244 DenseNet/Sequential[dense3]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" -> "246 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "245 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "246 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "246 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "247 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "247 DenseNet/Sequential[dense3]/Bottleneck[0]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "248 DenseNet/Sequential[dense3]/Bottleneck[0]/cat_0";
-"248 DenseNet/Sequential[dense3]/Bottleneck[0]/cat_0" -> "249 DenseNet/Sequential[dense3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
+"248 DenseNet/Sequential[dense3]/Bottleneck[0]/cat_0" -> "249 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "248 DenseNet/Sequential[dense3]/Bottleneck[0]/cat_0" -> "260 DenseNet/Sequential[dense3]/Bottleneck[1]/cat_0";
-"249 DenseNet/Sequential[dense3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "250 DenseNet/Sequential[dense3]/Bottleneck[1]/relu_0";
+"249 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "250 DenseNet/Sequential[dense3]/Bottleneck[1]/relu_0";
 "250 DenseNet/Sequential[dense3]/Bottleneck[1]/relu_0" -> "251 DenseNet/Sequential[dense3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0";
 "251 DenseNet/Sequential[dense3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" -> "253 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "252 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "253 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"253 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "254 DenseNet/Sequential[dense3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"254 DenseNet/Sequential[dense3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "255 DenseNet/Sequential[dense3]/Bottleneck[1]/relu_1";
+"253 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "254 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"254 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "255 DenseNet/Sequential[dense3]/Bottleneck[1]/relu_1";
 "255 DenseNet/Sequential[dense3]/Bottleneck[1]/relu_1" -> "256 DenseNet/Sequential[dense3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1";
 "256 DenseNet/Sequential[dense3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" -> "258 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "257 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "258 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "258 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "259 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "259 DenseNet/Sequential[dense3]/Bottleneck[1]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "260 DenseNet/Sequential[dense3]/Bottleneck[1]/cat_0";
-"260 DenseNet/Sequential[dense3]/Bottleneck[1]/cat_0" -> "261 DenseNet/Sequential[dense3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"260 DenseNet/Sequential[dense3]/Bottleneck[1]/cat_0" -> "261 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "260 DenseNet/Sequential[dense3]/Bottleneck[1]/cat_0" -> "272 DenseNet/Sequential[dense3]/Bottleneck[2]/cat_0";
-"261 DenseNet/Sequential[dense3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "262 DenseNet/Sequential[dense3]/Bottleneck[2]/relu_0";
+"261 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "262 DenseNet/Sequential[dense3]/Bottleneck[2]/relu_0";
 "262 DenseNet/Sequential[dense3]/Bottleneck[2]/relu_0" -> "263 DenseNet/Sequential[dense3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0";
 "263 DenseNet/Sequential[dense3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" -> "265 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "264 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "265 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"265 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "266 DenseNet/Sequential[dense3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"266 DenseNet/Sequential[dense3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "267 DenseNet/Sequential[dense3]/Bottleneck[2]/relu_1";
+"265 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "266 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"266 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "267 DenseNet/Sequential[dense3]/Bottleneck[2]/relu_1";
 "267 DenseNet/Sequential[dense3]/Bottleneck[2]/relu_1" -> "268 DenseNet/Sequential[dense3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1";
 "268 DenseNet/Sequential[dense3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" -> "270 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "269 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "270 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "270 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "271 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "271 DenseNet/Sequential[dense3]/Bottleneck[2]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "272 DenseNet/Sequential[dense3]/Bottleneck[2]/cat_0";
-"272 DenseNet/Sequential[dense3]/Bottleneck[2]/cat_0" -> "273 DenseNet/Sequential[dense3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
+"272 DenseNet/Sequential[dense3]/Bottleneck[2]/cat_0" -> "273 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
 "272 DenseNet/Sequential[dense3]/Bottleneck[2]/cat_0" -> "284 DenseNet/Sequential[dense3]/Bottleneck[3]/cat_0";
-"273 DenseNet/Sequential[dense3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "274 DenseNet/Sequential[dense3]/Bottleneck[3]/relu_0";
+"273 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "274 DenseNet/Sequential[dense3]/Bottleneck[3]/relu_0";
 "274 DenseNet/Sequential[dense3]/Bottleneck[3]/relu_0" -> "275 DenseNet/Sequential[dense3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0";
 "275 DenseNet/Sequential[dense3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" -> "277 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "276 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "277 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"277 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "278 DenseNet/Sequential[dense3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"278 DenseNet/Sequential[dense3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "279 DenseNet/Sequential[dense3]/Bottleneck[3]/relu_1";
+"277 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "278 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"278 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "279 DenseNet/Sequential[dense3]/Bottleneck[3]/relu_1";
 "279 DenseNet/Sequential[dense3]/Bottleneck[3]/relu_1" -> "280 DenseNet/Sequential[dense3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1";
 "280 DenseNet/Sequential[dense3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" -> "282 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "281 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "282 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "282 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "283 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "283 DenseNet/Sequential[dense3]/Bottleneck[3]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "284 DenseNet/Sequential[dense3]/Bottleneck[3]/cat_0";
-"284 DenseNet/Sequential[dense3]/Bottleneck[3]/cat_0" -> "285 DenseNet/Sequential[dense3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
+"284 DenseNet/Sequential[dense3]/Bottleneck[3]/cat_0" -> "285 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
 "284 DenseNet/Sequential[dense3]/Bottleneck[3]/cat_0" -> "296 DenseNet/Sequential[dense3]/Bottleneck[4]/cat_0";
-"285 DenseNet/Sequential[dense3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "286 DenseNet/Sequential[dense3]/Bottleneck[4]/relu_0";
+"285 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "286 DenseNet/Sequential[dense3]/Bottleneck[4]/relu_0";
 "286 DenseNet/Sequential[dense3]/Bottleneck[4]/relu_0" -> "287 DenseNet/Sequential[dense3]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_0";
 "287 DenseNet/Sequential[dense3]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_0" -> "289 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "288 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "289 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"289 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "290 DenseNet/Sequential[dense3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"290 DenseNet/Sequential[dense3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "291 DenseNet/Sequential[dense3]/Bottleneck[4]/relu_1";
+"289 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "290 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"290 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "291 DenseNet/Sequential[dense3]/Bottleneck[4]/relu_1";
 "291 DenseNet/Sequential[dense3]/Bottleneck[4]/relu_1" -> "292 DenseNet/Sequential[dense3]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_1";
 "292 DenseNet/Sequential[dense3]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_1" -> "294 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "293 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "294 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "294 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "295 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "295 DenseNet/Sequential[dense3]/Bottleneck[4]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "296 DenseNet/Sequential[dense3]/Bottleneck[4]/cat_0";
-"296 DenseNet/Sequential[dense3]/Bottleneck[4]/cat_0" -> "297 DenseNet/Sequential[dense3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
+"296 DenseNet/Sequential[dense3]/Bottleneck[4]/cat_0" -> "297 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
 "296 DenseNet/Sequential[dense3]/Bottleneck[4]/cat_0" -> "308 DenseNet/Sequential[dense3]/Bottleneck[5]/cat_0";
-"297 DenseNet/Sequential[dense3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "298 DenseNet/Sequential[dense3]/Bottleneck[5]/relu_0";
+"297 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "298 DenseNet/Sequential[dense3]/Bottleneck[5]/relu_0";
 "298 DenseNet/Sequential[dense3]/Bottleneck[5]/relu_0" -> "299 DenseNet/Sequential[dense3]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_0";
 "299 DenseNet/Sequential[dense3]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_0" -> "301 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "300 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "301 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"301 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "302 DenseNet/Sequential[dense3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"302 DenseNet/Sequential[dense3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "303 DenseNet/Sequential[dense3]/Bottleneck[5]/relu_1";
+"301 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "302 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"302 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "303 DenseNet/Sequential[dense3]/Bottleneck[5]/relu_1";
 "303 DenseNet/Sequential[dense3]/Bottleneck[5]/relu_1" -> "304 DenseNet/Sequential[dense3]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_1";
 "304 DenseNet/Sequential[dense3]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_1" -> "306 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "305 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "306 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "306 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "307 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "307 DenseNet/Sequential[dense3]/Bottleneck[5]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "308 DenseNet/Sequential[dense3]/Bottleneck[5]/cat_0";
-"308 DenseNet/Sequential[dense3]/Bottleneck[5]/cat_0" -> "309 DenseNet/Sequential[dense3]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0";
+"308 DenseNet/Sequential[dense3]/Bottleneck[5]/cat_0" -> "309 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0";
 "308 DenseNet/Sequential[dense3]/Bottleneck[5]/cat_0" -> "320 DenseNet/Sequential[dense3]/Bottleneck[6]/cat_0";
-"309 DenseNet/Sequential[dense3]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0" -> "310 DenseNet/Sequential[dense3]/Bottleneck[6]/relu_0";
+"309 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0" -> "310 DenseNet/Sequential[dense3]/Bottleneck[6]/relu_0";
 "310 DenseNet/Sequential[dense3]/Bottleneck[6]/relu_0" -> "311 DenseNet/Sequential[dense3]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_0";
 "311 DenseNet/Sequential[dense3]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_0" -> "313 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
 "312 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "313 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
-"313 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "314 DenseNet/Sequential[dense3]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0";
-"314 DenseNet/Sequential[dense3]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0" -> "315 DenseNet/Sequential[dense3]/Bottleneck[6]/relu_1";
+"313 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "314 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0";
+"314 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0" -> "315 DenseNet/Sequential[dense3]/Bottleneck[6]/relu_1";
 "315 DenseNet/Sequential[dense3]/Bottleneck[6]/relu_1" -> "316 DenseNet/Sequential[dense3]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_1";
 "316 DenseNet/Sequential[dense3]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_1" -> "318 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
 "317 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "318 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
 "318 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0" -> "319 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "319 DenseNet/Sequential[dense3]/Bottleneck[6]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "320 DenseNet/Sequential[dense3]/Bottleneck[6]/cat_0";
-"320 DenseNet/Sequential[dense3]/Bottleneck[6]/cat_0" -> "321 DenseNet/Sequential[dense3]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0";
+"320 DenseNet/Sequential[dense3]/Bottleneck[6]/cat_0" -> "321 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0";
 "320 DenseNet/Sequential[dense3]/Bottleneck[6]/cat_0" -> "332 DenseNet/Sequential[dense3]/Bottleneck[7]/cat_0";
-"321 DenseNet/Sequential[dense3]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0" -> "322 DenseNet/Sequential[dense3]/Bottleneck[7]/relu_0";
+"321 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0" -> "322 DenseNet/Sequential[dense3]/Bottleneck[7]/relu_0";
 "322 DenseNet/Sequential[dense3]/Bottleneck[7]/relu_0" -> "323 DenseNet/Sequential[dense3]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_0";
 "323 DenseNet/Sequential[dense3]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_0" -> "325 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
 "324 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "325 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
-"325 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "326 DenseNet/Sequential[dense3]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0";
-"326 DenseNet/Sequential[dense3]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0" -> "327 DenseNet/Sequential[dense3]/Bottleneck[7]/relu_1";
+"325 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "326 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0";
+"326 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0" -> "327 DenseNet/Sequential[dense3]/Bottleneck[7]/relu_1";
 "327 DenseNet/Sequential[dense3]/Bottleneck[7]/relu_1" -> "328 DenseNet/Sequential[dense3]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_1";
 "328 DenseNet/Sequential[dense3]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_1" -> "330 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
 "329 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "330 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
 "330 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0" -> "331 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "331 DenseNet/Sequential[dense3]/Bottleneck[7]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "332 DenseNet/Sequential[dense3]/Bottleneck[7]/cat_0";
-"332 DenseNet/Sequential[dense3]/Bottleneck[7]/cat_0" -> "333 DenseNet/Sequential[dense3]/Bottleneck[8]/BatchNorm2d[bn1]/batch_norm_0";
+"332 DenseNet/Sequential[dense3]/Bottleneck[7]/cat_0" -> "333 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFBatchNorm[bn1]/batch_norm_0";
 "332 DenseNet/Sequential[dense3]/Bottleneck[7]/cat_0" -> "344 DenseNet/Sequential[dense3]/Bottleneck[8]/cat_0";
-"333 DenseNet/Sequential[dense3]/Bottleneck[8]/BatchNorm2d[bn1]/batch_norm_0" -> "334 DenseNet/Sequential[dense3]/Bottleneck[8]/relu_0";
+"333 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFBatchNorm[bn1]/batch_norm_0" -> "334 DenseNet/Sequential[dense3]/Bottleneck[8]/relu_0";
 "334 DenseNet/Sequential[dense3]/Bottleneck[8]/relu_0" -> "335 DenseNet/Sequential[dense3]/Bottleneck[8]/SymmetricQuantizer/symmetric_quantize_0";
 "335 DenseNet/Sequential[dense3]/Bottleneck[8]/SymmetricQuantizer/symmetric_quantize_0" -> "337 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0";
 "336 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "337 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0";
-"337 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0" -> "338 DenseNet/Sequential[dense3]/Bottleneck[8]/BatchNorm2d[bn2]/batch_norm_0";
-"338 DenseNet/Sequential[dense3]/Bottleneck[8]/BatchNorm2d[bn2]/batch_norm_0" -> "339 DenseNet/Sequential[dense3]/Bottleneck[8]/relu_1";
+"337 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0" -> "338 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFBatchNorm[bn2]/batch_norm_0";
+"338 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFBatchNorm[bn2]/batch_norm_0" -> "339 DenseNet/Sequential[dense3]/Bottleneck[8]/relu_1";
 "339 DenseNet/Sequential[dense3]/Bottleneck[8]/relu_1" -> "340 DenseNet/Sequential[dense3]/Bottleneck[8]/SymmetricQuantizer/symmetric_quantize_1";
 "340 DenseNet/Sequential[dense3]/Bottleneck[8]/SymmetricQuantizer/symmetric_quantize_1" -> "342 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0";
 "341 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "342 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0";
 "342 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0" -> "343 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "343 DenseNet/Sequential[dense3]/Bottleneck[8]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "344 DenseNet/Sequential[dense3]/Bottleneck[8]/cat_0";
-"344 DenseNet/Sequential[dense3]/Bottleneck[8]/cat_0" -> "345 DenseNet/Sequential[dense3]/Bottleneck[9]/BatchNorm2d[bn1]/batch_norm_0";
+"344 DenseNet/Sequential[dense3]/Bottleneck[8]/cat_0" -> "345 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFBatchNorm[bn1]/batch_norm_0";
 "344 DenseNet/Sequential[dense3]/Bottleneck[8]/cat_0" -> "356 DenseNet/Sequential[dense3]/Bottleneck[9]/cat_0";
-"345 DenseNet/Sequential[dense3]/Bottleneck[9]/BatchNorm2d[bn1]/batch_norm_0" -> "346 DenseNet/Sequential[dense3]/Bottleneck[9]/relu_0";
+"345 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFBatchNorm[bn1]/batch_norm_0" -> "346 DenseNet/Sequential[dense3]/Bottleneck[9]/relu_0";
 "346 DenseNet/Sequential[dense3]/Bottleneck[9]/relu_0" -> "347 DenseNet/Sequential[dense3]/Bottleneck[9]/SymmetricQuantizer/symmetric_quantize_0";
 "347 DenseNet/Sequential[dense3]/Bottleneck[9]/SymmetricQuantizer/symmetric_quantize_0" -> "349 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0";
 "348 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "349 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0";
-"349 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0" -> "350 DenseNet/Sequential[dense3]/Bottleneck[9]/BatchNorm2d[bn2]/batch_norm_0";
-"350 DenseNet/Sequential[dense3]/Bottleneck[9]/BatchNorm2d[bn2]/batch_norm_0" -> "351 DenseNet/Sequential[dense3]/Bottleneck[9]/relu_1";
+"349 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0" -> "350 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFBatchNorm[bn2]/batch_norm_0";
+"350 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFBatchNorm[bn2]/batch_norm_0" -> "351 DenseNet/Sequential[dense3]/Bottleneck[9]/relu_1";
 "351 DenseNet/Sequential[dense3]/Bottleneck[9]/relu_1" -> "352 DenseNet/Sequential[dense3]/Bottleneck[9]/SymmetricQuantizer/symmetric_quantize_1";
 "352 DenseNet/Sequential[dense3]/Bottleneck[9]/SymmetricQuantizer/symmetric_quantize_1" -> "354 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0";
 "353 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "354 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0";
 "354 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0" -> "355 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "355 DenseNet/Sequential[dense3]/Bottleneck[9]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "356 DenseNet/Sequential[dense3]/Bottleneck[9]/cat_0";
-"356 DenseNet/Sequential[dense3]/Bottleneck[9]/cat_0" -> "357 DenseNet/Sequential[dense3]/Bottleneck[10]/BatchNorm2d[bn1]/batch_norm_0";
+"356 DenseNet/Sequential[dense3]/Bottleneck[9]/cat_0" -> "357 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFBatchNorm[bn1]/batch_norm_0";
 "356 DenseNet/Sequential[dense3]/Bottleneck[9]/cat_0" -> "368 DenseNet/Sequential[dense3]/Bottleneck[10]/cat_0";
-"357 DenseNet/Sequential[dense3]/Bottleneck[10]/BatchNorm2d[bn1]/batch_norm_0" -> "358 DenseNet/Sequential[dense3]/Bottleneck[10]/relu_0";
+"357 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFBatchNorm[bn1]/batch_norm_0" -> "358 DenseNet/Sequential[dense3]/Bottleneck[10]/relu_0";
 "358 DenseNet/Sequential[dense3]/Bottleneck[10]/relu_0" -> "359 DenseNet/Sequential[dense3]/Bottleneck[10]/SymmetricQuantizer/symmetric_quantize_0";
 "359 DenseNet/Sequential[dense3]/Bottleneck[10]/SymmetricQuantizer/symmetric_quantize_0" -> "361 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0";
 "360 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "361 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0";
-"361 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0" -> "362 DenseNet/Sequential[dense3]/Bottleneck[10]/BatchNorm2d[bn2]/batch_norm_0";
-"362 DenseNet/Sequential[dense3]/Bottleneck[10]/BatchNorm2d[bn2]/batch_norm_0" -> "363 DenseNet/Sequential[dense3]/Bottleneck[10]/relu_1";
+"361 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0" -> "362 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFBatchNorm[bn2]/batch_norm_0";
+"362 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFBatchNorm[bn2]/batch_norm_0" -> "363 DenseNet/Sequential[dense3]/Bottleneck[10]/relu_1";
 "363 DenseNet/Sequential[dense3]/Bottleneck[10]/relu_1" -> "364 DenseNet/Sequential[dense3]/Bottleneck[10]/SymmetricQuantizer/symmetric_quantize_1";
 "364 DenseNet/Sequential[dense3]/Bottleneck[10]/SymmetricQuantizer/symmetric_quantize_1" -> "366 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0";
 "365 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "366 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0";
 "366 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0" -> "367 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "367 DenseNet/Sequential[dense3]/Bottleneck[10]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "368 DenseNet/Sequential[dense3]/Bottleneck[10]/cat_0";
-"368 DenseNet/Sequential[dense3]/Bottleneck[10]/cat_0" -> "369 DenseNet/Sequential[dense3]/Bottleneck[11]/BatchNorm2d[bn1]/batch_norm_0";
+"368 DenseNet/Sequential[dense3]/Bottleneck[10]/cat_0" -> "369 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFBatchNorm[bn1]/batch_norm_0";
 "368 DenseNet/Sequential[dense3]/Bottleneck[10]/cat_0" -> "380 DenseNet/Sequential[dense3]/Bottleneck[11]/cat_0";
-"369 DenseNet/Sequential[dense3]/Bottleneck[11]/BatchNorm2d[bn1]/batch_norm_0" -> "370 DenseNet/Sequential[dense3]/Bottleneck[11]/relu_0";
+"369 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFBatchNorm[bn1]/batch_norm_0" -> "370 DenseNet/Sequential[dense3]/Bottleneck[11]/relu_0";
 "370 DenseNet/Sequential[dense3]/Bottleneck[11]/relu_0" -> "371 DenseNet/Sequential[dense3]/Bottleneck[11]/SymmetricQuantizer/symmetric_quantize_0";
 "371 DenseNet/Sequential[dense3]/Bottleneck[11]/SymmetricQuantizer/symmetric_quantize_0" -> "373 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0";
 "372 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "373 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0";
-"373 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0" -> "374 DenseNet/Sequential[dense3]/Bottleneck[11]/BatchNorm2d[bn2]/batch_norm_0";
-"374 DenseNet/Sequential[dense3]/Bottleneck[11]/BatchNorm2d[bn2]/batch_norm_0" -> "375 DenseNet/Sequential[dense3]/Bottleneck[11]/relu_1";
+"373 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0" -> "374 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFBatchNorm[bn2]/batch_norm_0";
+"374 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFBatchNorm[bn2]/batch_norm_0" -> "375 DenseNet/Sequential[dense3]/Bottleneck[11]/relu_1";
 "375 DenseNet/Sequential[dense3]/Bottleneck[11]/relu_1" -> "376 DenseNet/Sequential[dense3]/Bottleneck[11]/SymmetricQuantizer/symmetric_quantize_1";
 "376 DenseNet/Sequential[dense3]/Bottleneck[11]/SymmetricQuantizer/symmetric_quantize_1" -> "378 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0";
 "377 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "378 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0";
 "378 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0" -> "379 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "379 DenseNet/Sequential[dense3]/Bottleneck[11]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "380 DenseNet/Sequential[dense3]/Bottleneck[11]/cat_0";
-"380 DenseNet/Sequential[dense3]/Bottleneck[11]/cat_0" -> "381 DenseNet/Sequential[dense3]/Bottleneck[12]/BatchNorm2d[bn1]/batch_norm_0";
+"380 DenseNet/Sequential[dense3]/Bottleneck[11]/cat_0" -> "381 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFBatchNorm[bn1]/batch_norm_0";
 "380 DenseNet/Sequential[dense3]/Bottleneck[11]/cat_0" -> "392 DenseNet/Sequential[dense3]/Bottleneck[12]/cat_0";
-"381 DenseNet/Sequential[dense3]/Bottleneck[12]/BatchNorm2d[bn1]/batch_norm_0" -> "382 DenseNet/Sequential[dense3]/Bottleneck[12]/relu_0";
+"381 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFBatchNorm[bn1]/batch_norm_0" -> "382 DenseNet/Sequential[dense3]/Bottleneck[12]/relu_0";
 "382 DenseNet/Sequential[dense3]/Bottleneck[12]/relu_0" -> "383 DenseNet/Sequential[dense3]/Bottleneck[12]/SymmetricQuantizer/symmetric_quantize_0";
 "383 DenseNet/Sequential[dense3]/Bottleneck[12]/SymmetricQuantizer/symmetric_quantize_0" -> "385 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0";
 "384 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "385 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0";
-"385 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0" -> "386 DenseNet/Sequential[dense3]/Bottleneck[12]/BatchNorm2d[bn2]/batch_norm_0";
-"386 DenseNet/Sequential[dense3]/Bottleneck[12]/BatchNorm2d[bn2]/batch_norm_0" -> "387 DenseNet/Sequential[dense3]/Bottleneck[12]/relu_1";
+"385 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0" -> "386 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFBatchNorm[bn2]/batch_norm_0";
+"386 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFBatchNorm[bn2]/batch_norm_0" -> "387 DenseNet/Sequential[dense3]/Bottleneck[12]/relu_1";
 "387 DenseNet/Sequential[dense3]/Bottleneck[12]/relu_1" -> "388 DenseNet/Sequential[dense3]/Bottleneck[12]/SymmetricQuantizer/symmetric_quantize_1";
 "388 DenseNet/Sequential[dense3]/Bottleneck[12]/SymmetricQuantizer/symmetric_quantize_1" -> "390 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv2]/conv2d_0";
 "389 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "390 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv2]/conv2d_0";
 "390 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv2]/conv2d_0" -> "391 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "391 DenseNet/Sequential[dense3]/Bottleneck[12]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "392 DenseNet/Sequential[dense3]/Bottleneck[12]/cat_0";
-"392 DenseNet/Sequential[dense3]/Bottleneck[12]/cat_0" -> "393 DenseNet/Sequential[dense3]/Bottleneck[13]/BatchNorm2d[bn1]/batch_norm_0";
+"392 DenseNet/Sequential[dense3]/Bottleneck[12]/cat_0" -> "393 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFBatchNorm[bn1]/batch_norm_0";
 "392 DenseNet/Sequential[dense3]/Bottleneck[12]/cat_0" -> "404 DenseNet/Sequential[dense3]/Bottleneck[13]/cat_0";
-"393 DenseNet/Sequential[dense3]/Bottleneck[13]/BatchNorm2d[bn1]/batch_norm_0" -> "394 DenseNet/Sequential[dense3]/Bottleneck[13]/relu_0";
+"393 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFBatchNorm[bn1]/batch_norm_0" -> "394 DenseNet/Sequential[dense3]/Bottleneck[13]/relu_0";
 "394 DenseNet/Sequential[dense3]/Bottleneck[13]/relu_0" -> "395 DenseNet/Sequential[dense3]/Bottleneck[13]/SymmetricQuantizer/symmetric_quantize_0";
 "395 DenseNet/Sequential[dense3]/Bottleneck[13]/SymmetricQuantizer/symmetric_quantize_0" -> "397 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0";
 "396 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "397 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0";
-"397 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0" -> "398 DenseNet/Sequential[dense3]/Bottleneck[13]/BatchNorm2d[bn2]/batch_norm_0";
-"398 DenseNet/Sequential[dense3]/Bottleneck[13]/BatchNorm2d[bn2]/batch_norm_0" -> "399 DenseNet/Sequential[dense3]/Bottleneck[13]/relu_1";
+"397 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0" -> "398 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFBatchNorm[bn2]/batch_norm_0";
+"398 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFBatchNorm[bn2]/batch_norm_0" -> "399 DenseNet/Sequential[dense3]/Bottleneck[13]/relu_1";
 "399 DenseNet/Sequential[dense3]/Bottleneck[13]/relu_1" -> "400 DenseNet/Sequential[dense3]/Bottleneck[13]/SymmetricQuantizer/symmetric_quantize_1";
 "400 DenseNet/Sequential[dense3]/Bottleneck[13]/SymmetricQuantizer/symmetric_quantize_1" -> "402 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv2]/conv2d_0";
 "401 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "402 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv2]/conv2d_0";
 "402 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv2]/conv2d_0" -> "403 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "403 DenseNet/Sequential[dense3]/Bottleneck[13]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "404 DenseNet/Sequential[dense3]/Bottleneck[13]/cat_0";
-"404 DenseNet/Sequential[dense3]/Bottleneck[13]/cat_0" -> "405 DenseNet/Sequential[dense3]/Bottleneck[14]/BatchNorm2d[bn1]/batch_norm_0";
+"404 DenseNet/Sequential[dense3]/Bottleneck[13]/cat_0" -> "405 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFBatchNorm[bn1]/batch_norm_0";
 "404 DenseNet/Sequential[dense3]/Bottleneck[13]/cat_0" -> "416 DenseNet/Sequential[dense3]/Bottleneck[14]/cat_0";
-"405 DenseNet/Sequential[dense3]/Bottleneck[14]/BatchNorm2d[bn1]/batch_norm_0" -> "406 DenseNet/Sequential[dense3]/Bottleneck[14]/relu_0";
+"405 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFBatchNorm[bn1]/batch_norm_0" -> "406 DenseNet/Sequential[dense3]/Bottleneck[14]/relu_0";
 "406 DenseNet/Sequential[dense3]/Bottleneck[14]/relu_0" -> "407 DenseNet/Sequential[dense3]/Bottleneck[14]/SymmetricQuantizer/symmetric_quantize_0";
 "407 DenseNet/Sequential[dense3]/Bottleneck[14]/SymmetricQuantizer/symmetric_quantize_0" -> "409 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0";
 "408 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "409 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0";
-"409 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0" -> "410 DenseNet/Sequential[dense3]/Bottleneck[14]/BatchNorm2d[bn2]/batch_norm_0";
-"410 DenseNet/Sequential[dense3]/Bottleneck[14]/BatchNorm2d[bn2]/batch_norm_0" -> "411 DenseNet/Sequential[dense3]/Bottleneck[14]/relu_1";
+"409 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0" -> "410 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFBatchNorm[bn2]/batch_norm_0";
+"410 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFBatchNorm[bn2]/batch_norm_0" -> "411 DenseNet/Sequential[dense3]/Bottleneck[14]/relu_1";
 "411 DenseNet/Sequential[dense3]/Bottleneck[14]/relu_1" -> "412 DenseNet/Sequential[dense3]/Bottleneck[14]/SymmetricQuantizer/symmetric_quantize_1";
 "412 DenseNet/Sequential[dense3]/Bottleneck[14]/SymmetricQuantizer/symmetric_quantize_1" -> "414 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv2]/conv2d_0";
 "413 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "414 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv2]/conv2d_0";
 "414 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv2]/conv2d_0" -> "415 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "415 DenseNet/Sequential[dense3]/Bottleneck[14]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "416 DenseNet/Sequential[dense3]/Bottleneck[14]/cat_0";
-"416 DenseNet/Sequential[dense3]/Bottleneck[14]/cat_0" -> "417 DenseNet/Sequential[dense3]/Bottleneck[15]/BatchNorm2d[bn1]/batch_norm_0";
+"416 DenseNet/Sequential[dense3]/Bottleneck[14]/cat_0" -> "417 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFBatchNorm[bn1]/batch_norm_0";
 "416 DenseNet/Sequential[dense3]/Bottleneck[14]/cat_0" -> "428 DenseNet/Sequential[dense3]/Bottleneck[15]/cat_0";
-"417 DenseNet/Sequential[dense3]/Bottleneck[15]/BatchNorm2d[bn1]/batch_norm_0" -> "418 DenseNet/Sequential[dense3]/Bottleneck[15]/relu_0";
+"417 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFBatchNorm[bn1]/batch_norm_0" -> "418 DenseNet/Sequential[dense3]/Bottleneck[15]/relu_0";
 "418 DenseNet/Sequential[dense3]/Bottleneck[15]/relu_0" -> "419 DenseNet/Sequential[dense3]/Bottleneck[15]/SymmetricQuantizer/symmetric_quantize_0";
 "419 DenseNet/Sequential[dense3]/Bottleneck[15]/SymmetricQuantizer/symmetric_quantize_0" -> "421 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0";
 "420 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "421 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0";
-"421 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0" -> "422 DenseNet/Sequential[dense3]/Bottleneck[15]/BatchNorm2d[bn2]/batch_norm_0";
-"422 DenseNet/Sequential[dense3]/Bottleneck[15]/BatchNorm2d[bn2]/batch_norm_0" -> "423 DenseNet/Sequential[dense3]/Bottleneck[15]/relu_1";
+"421 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0" -> "422 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFBatchNorm[bn2]/batch_norm_0";
+"422 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFBatchNorm[bn2]/batch_norm_0" -> "423 DenseNet/Sequential[dense3]/Bottleneck[15]/relu_1";
 "423 DenseNet/Sequential[dense3]/Bottleneck[15]/relu_1" -> "424 DenseNet/Sequential[dense3]/Bottleneck[15]/SymmetricQuantizer/symmetric_quantize_1";
 "424 DenseNet/Sequential[dense3]/Bottleneck[15]/SymmetricQuantizer/symmetric_quantize_1" -> "426 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv2]/conv2d_0";
 "425 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "426 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv2]/conv2d_0";
 "426 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv2]/conv2d_0" -> "427 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "427 DenseNet/Sequential[dense3]/Bottleneck[15]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "428 DenseNet/Sequential[dense3]/Bottleneck[15]/cat_0";
-"428 DenseNet/Sequential[dense3]/Bottleneck[15]/cat_0" -> "429 DenseNet/Sequential[dense3]/Bottleneck[16]/BatchNorm2d[bn1]/batch_norm_0";
+"428 DenseNet/Sequential[dense3]/Bottleneck[15]/cat_0" -> "429 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFBatchNorm[bn1]/batch_norm_0";
 "428 DenseNet/Sequential[dense3]/Bottleneck[15]/cat_0" -> "440 DenseNet/Sequential[dense3]/Bottleneck[16]/cat_0";
-"429 DenseNet/Sequential[dense3]/Bottleneck[16]/BatchNorm2d[bn1]/batch_norm_0" -> "430 DenseNet/Sequential[dense3]/Bottleneck[16]/relu_0";
+"429 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFBatchNorm[bn1]/batch_norm_0" -> "430 DenseNet/Sequential[dense3]/Bottleneck[16]/relu_0";
 "430 DenseNet/Sequential[dense3]/Bottleneck[16]/relu_0" -> "431 DenseNet/Sequential[dense3]/Bottleneck[16]/SymmetricQuantizer/symmetric_quantize_0";
 "431 DenseNet/Sequential[dense3]/Bottleneck[16]/SymmetricQuantizer/symmetric_quantize_0" -> "433 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv1]/conv2d_0";
 "432 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "433 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv1]/conv2d_0";
-"433 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv1]/conv2d_0" -> "434 DenseNet/Sequential[dense3]/Bottleneck[16]/BatchNorm2d[bn2]/batch_norm_0";
-"434 DenseNet/Sequential[dense3]/Bottleneck[16]/BatchNorm2d[bn2]/batch_norm_0" -> "435 DenseNet/Sequential[dense3]/Bottleneck[16]/relu_1";
+"433 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv1]/conv2d_0" -> "434 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFBatchNorm[bn2]/batch_norm_0";
+"434 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFBatchNorm[bn2]/batch_norm_0" -> "435 DenseNet/Sequential[dense3]/Bottleneck[16]/relu_1";
 "435 DenseNet/Sequential[dense3]/Bottleneck[16]/relu_1" -> "436 DenseNet/Sequential[dense3]/Bottleneck[16]/SymmetricQuantizer/symmetric_quantize_1";
 "436 DenseNet/Sequential[dense3]/Bottleneck[16]/SymmetricQuantizer/symmetric_quantize_1" -> "438 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv2]/conv2d_0";
 "437 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "438 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv2]/conv2d_0";
 "438 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv2]/conv2d_0" -> "439 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "439 DenseNet/Sequential[dense3]/Bottleneck[16]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "440 DenseNet/Sequential[dense3]/Bottleneck[16]/cat_0";
-"440 DenseNet/Sequential[dense3]/Bottleneck[16]/cat_0" -> "441 DenseNet/Sequential[dense3]/Bottleneck[17]/BatchNorm2d[bn1]/batch_norm_0";
+"440 DenseNet/Sequential[dense3]/Bottleneck[16]/cat_0" -> "441 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFBatchNorm[bn1]/batch_norm_0";
 "440 DenseNet/Sequential[dense3]/Bottleneck[16]/cat_0" -> "452 DenseNet/Sequential[dense3]/Bottleneck[17]/cat_0";
-"441 DenseNet/Sequential[dense3]/Bottleneck[17]/BatchNorm2d[bn1]/batch_norm_0" -> "442 DenseNet/Sequential[dense3]/Bottleneck[17]/relu_0";
+"441 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFBatchNorm[bn1]/batch_norm_0" -> "442 DenseNet/Sequential[dense3]/Bottleneck[17]/relu_0";
 "442 DenseNet/Sequential[dense3]/Bottleneck[17]/relu_0" -> "443 DenseNet/Sequential[dense3]/Bottleneck[17]/SymmetricQuantizer/symmetric_quantize_0";
 "443 DenseNet/Sequential[dense3]/Bottleneck[17]/SymmetricQuantizer/symmetric_quantize_0" -> "445 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv1]/conv2d_0";
 "444 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "445 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv1]/conv2d_0";
-"445 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv1]/conv2d_0" -> "446 DenseNet/Sequential[dense3]/Bottleneck[17]/BatchNorm2d[bn2]/batch_norm_0";
-"446 DenseNet/Sequential[dense3]/Bottleneck[17]/BatchNorm2d[bn2]/batch_norm_0" -> "447 DenseNet/Sequential[dense3]/Bottleneck[17]/relu_1";
+"445 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv1]/conv2d_0" -> "446 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFBatchNorm[bn2]/batch_norm_0";
+"446 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFBatchNorm[bn2]/batch_norm_0" -> "447 DenseNet/Sequential[dense3]/Bottleneck[17]/relu_1";
 "447 DenseNet/Sequential[dense3]/Bottleneck[17]/relu_1" -> "448 DenseNet/Sequential[dense3]/Bottleneck[17]/SymmetricQuantizer/symmetric_quantize_1";
 "448 DenseNet/Sequential[dense3]/Bottleneck[17]/SymmetricQuantizer/symmetric_quantize_1" -> "450 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv2]/conv2d_0";
 "449 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "450 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv2]/conv2d_0";
 "450 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv2]/conv2d_0" -> "451 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "451 DenseNet/Sequential[dense3]/Bottleneck[17]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "452 DenseNet/Sequential[dense3]/Bottleneck[17]/cat_0";
-"452 DenseNet/Sequential[dense3]/Bottleneck[17]/cat_0" -> "453 DenseNet/Sequential[dense3]/Bottleneck[18]/BatchNorm2d[bn1]/batch_norm_0";
+"452 DenseNet/Sequential[dense3]/Bottleneck[17]/cat_0" -> "453 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFBatchNorm[bn1]/batch_norm_0";
 "452 DenseNet/Sequential[dense3]/Bottleneck[17]/cat_0" -> "464 DenseNet/Sequential[dense3]/Bottleneck[18]/cat_0";
-"453 DenseNet/Sequential[dense3]/Bottleneck[18]/BatchNorm2d[bn1]/batch_norm_0" -> "454 DenseNet/Sequential[dense3]/Bottleneck[18]/relu_0";
+"453 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFBatchNorm[bn1]/batch_norm_0" -> "454 DenseNet/Sequential[dense3]/Bottleneck[18]/relu_0";
 "454 DenseNet/Sequential[dense3]/Bottleneck[18]/relu_0" -> "455 DenseNet/Sequential[dense3]/Bottleneck[18]/SymmetricQuantizer/symmetric_quantize_0";
 "455 DenseNet/Sequential[dense3]/Bottleneck[18]/SymmetricQuantizer/symmetric_quantize_0" -> "457 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv1]/conv2d_0";
 "456 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "457 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv1]/conv2d_0";
-"457 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv1]/conv2d_0" -> "458 DenseNet/Sequential[dense3]/Bottleneck[18]/BatchNorm2d[bn2]/batch_norm_0";
-"458 DenseNet/Sequential[dense3]/Bottleneck[18]/BatchNorm2d[bn2]/batch_norm_0" -> "459 DenseNet/Sequential[dense3]/Bottleneck[18]/relu_1";
+"457 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv1]/conv2d_0" -> "458 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFBatchNorm[bn2]/batch_norm_0";
+"458 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFBatchNorm[bn2]/batch_norm_0" -> "459 DenseNet/Sequential[dense3]/Bottleneck[18]/relu_1";
 "459 DenseNet/Sequential[dense3]/Bottleneck[18]/relu_1" -> "460 DenseNet/Sequential[dense3]/Bottleneck[18]/SymmetricQuantizer/symmetric_quantize_1";
 "460 DenseNet/Sequential[dense3]/Bottleneck[18]/SymmetricQuantizer/symmetric_quantize_1" -> "462 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv2]/conv2d_0";
 "461 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "462 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv2]/conv2d_0";
 "462 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv2]/conv2d_0" -> "463 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "463 DenseNet/Sequential[dense3]/Bottleneck[18]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "464 DenseNet/Sequential[dense3]/Bottleneck[18]/cat_0";
-"464 DenseNet/Sequential[dense3]/Bottleneck[18]/cat_0" -> "465 DenseNet/Sequential[dense3]/Bottleneck[19]/BatchNorm2d[bn1]/batch_norm_0";
+"464 DenseNet/Sequential[dense3]/Bottleneck[18]/cat_0" -> "465 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFBatchNorm[bn1]/batch_norm_0";
 "464 DenseNet/Sequential[dense3]/Bottleneck[18]/cat_0" -> "476 DenseNet/Sequential[dense3]/Bottleneck[19]/cat_0";
-"465 DenseNet/Sequential[dense3]/Bottleneck[19]/BatchNorm2d[bn1]/batch_norm_0" -> "466 DenseNet/Sequential[dense3]/Bottleneck[19]/relu_0";
+"465 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFBatchNorm[bn1]/batch_norm_0" -> "466 DenseNet/Sequential[dense3]/Bottleneck[19]/relu_0";
 "466 DenseNet/Sequential[dense3]/Bottleneck[19]/relu_0" -> "467 DenseNet/Sequential[dense3]/Bottleneck[19]/SymmetricQuantizer/symmetric_quantize_0";
 "467 DenseNet/Sequential[dense3]/Bottleneck[19]/SymmetricQuantizer/symmetric_quantize_0" -> "469 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv1]/conv2d_0";
 "468 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "469 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv1]/conv2d_0";
-"469 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv1]/conv2d_0" -> "470 DenseNet/Sequential[dense3]/Bottleneck[19]/BatchNorm2d[bn2]/batch_norm_0";
-"470 DenseNet/Sequential[dense3]/Bottleneck[19]/BatchNorm2d[bn2]/batch_norm_0" -> "471 DenseNet/Sequential[dense3]/Bottleneck[19]/relu_1";
+"469 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv1]/conv2d_0" -> "470 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFBatchNorm[bn2]/batch_norm_0";
+"470 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFBatchNorm[bn2]/batch_norm_0" -> "471 DenseNet/Sequential[dense3]/Bottleneck[19]/relu_1";
 "471 DenseNet/Sequential[dense3]/Bottleneck[19]/relu_1" -> "472 DenseNet/Sequential[dense3]/Bottleneck[19]/SymmetricQuantizer/symmetric_quantize_1";
 "472 DenseNet/Sequential[dense3]/Bottleneck[19]/SymmetricQuantizer/symmetric_quantize_1" -> "474 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv2]/conv2d_0";
 "473 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "474 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv2]/conv2d_0";
 "474 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv2]/conv2d_0" -> "475 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "475 DenseNet/Sequential[dense3]/Bottleneck[19]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "476 DenseNet/Sequential[dense3]/Bottleneck[19]/cat_0";
-"476 DenseNet/Sequential[dense3]/Bottleneck[19]/cat_0" -> "477 DenseNet/Sequential[dense3]/Bottleneck[20]/BatchNorm2d[bn1]/batch_norm_0";
+"476 DenseNet/Sequential[dense3]/Bottleneck[19]/cat_0" -> "477 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFBatchNorm[bn1]/batch_norm_0";
 "476 DenseNet/Sequential[dense3]/Bottleneck[19]/cat_0" -> "488 DenseNet/Sequential[dense3]/Bottleneck[20]/cat_0";
-"477 DenseNet/Sequential[dense3]/Bottleneck[20]/BatchNorm2d[bn1]/batch_norm_0" -> "478 DenseNet/Sequential[dense3]/Bottleneck[20]/relu_0";
+"477 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFBatchNorm[bn1]/batch_norm_0" -> "478 DenseNet/Sequential[dense3]/Bottleneck[20]/relu_0";
 "478 DenseNet/Sequential[dense3]/Bottleneck[20]/relu_0" -> "479 DenseNet/Sequential[dense3]/Bottleneck[20]/SymmetricQuantizer/symmetric_quantize_0";
 "479 DenseNet/Sequential[dense3]/Bottleneck[20]/SymmetricQuantizer/symmetric_quantize_0" -> "481 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv1]/conv2d_0";
 "480 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "481 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv1]/conv2d_0";
-"481 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv1]/conv2d_0" -> "482 DenseNet/Sequential[dense3]/Bottleneck[20]/BatchNorm2d[bn2]/batch_norm_0";
-"482 DenseNet/Sequential[dense3]/Bottleneck[20]/BatchNorm2d[bn2]/batch_norm_0" -> "483 DenseNet/Sequential[dense3]/Bottleneck[20]/relu_1";
+"481 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv1]/conv2d_0" -> "482 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFBatchNorm[bn2]/batch_norm_0";
+"482 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFBatchNorm[bn2]/batch_norm_0" -> "483 DenseNet/Sequential[dense3]/Bottleneck[20]/relu_1";
 "483 DenseNet/Sequential[dense3]/Bottleneck[20]/relu_1" -> "484 DenseNet/Sequential[dense3]/Bottleneck[20]/SymmetricQuantizer/symmetric_quantize_1";
 "484 DenseNet/Sequential[dense3]/Bottleneck[20]/SymmetricQuantizer/symmetric_quantize_1" -> "486 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv2]/conv2d_0";
 "485 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "486 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv2]/conv2d_0";
 "486 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv2]/conv2d_0" -> "487 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "487 DenseNet/Sequential[dense3]/Bottleneck[20]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "488 DenseNet/Sequential[dense3]/Bottleneck[20]/cat_0";
-"488 DenseNet/Sequential[dense3]/Bottleneck[20]/cat_0" -> "489 DenseNet/Sequential[dense3]/Bottleneck[21]/BatchNorm2d[bn1]/batch_norm_0";
+"488 DenseNet/Sequential[dense3]/Bottleneck[20]/cat_0" -> "489 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFBatchNorm[bn1]/batch_norm_0";
 "488 DenseNet/Sequential[dense3]/Bottleneck[20]/cat_0" -> "500 DenseNet/Sequential[dense3]/Bottleneck[21]/cat_0";
-"489 DenseNet/Sequential[dense3]/Bottleneck[21]/BatchNorm2d[bn1]/batch_norm_0" -> "490 DenseNet/Sequential[dense3]/Bottleneck[21]/relu_0";
+"489 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFBatchNorm[bn1]/batch_norm_0" -> "490 DenseNet/Sequential[dense3]/Bottleneck[21]/relu_0";
 "490 DenseNet/Sequential[dense3]/Bottleneck[21]/relu_0" -> "491 DenseNet/Sequential[dense3]/Bottleneck[21]/SymmetricQuantizer/symmetric_quantize_0";
 "491 DenseNet/Sequential[dense3]/Bottleneck[21]/SymmetricQuantizer/symmetric_quantize_0" -> "493 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv1]/conv2d_0";
 "492 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "493 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv1]/conv2d_0";
-"493 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv1]/conv2d_0" -> "494 DenseNet/Sequential[dense3]/Bottleneck[21]/BatchNorm2d[bn2]/batch_norm_0";
-"494 DenseNet/Sequential[dense3]/Bottleneck[21]/BatchNorm2d[bn2]/batch_norm_0" -> "495 DenseNet/Sequential[dense3]/Bottleneck[21]/relu_1";
+"493 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv1]/conv2d_0" -> "494 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFBatchNorm[bn2]/batch_norm_0";
+"494 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFBatchNorm[bn2]/batch_norm_0" -> "495 DenseNet/Sequential[dense3]/Bottleneck[21]/relu_1";
 "495 DenseNet/Sequential[dense3]/Bottleneck[21]/relu_1" -> "496 DenseNet/Sequential[dense3]/Bottleneck[21]/SymmetricQuantizer/symmetric_quantize_1";
 "496 DenseNet/Sequential[dense3]/Bottleneck[21]/SymmetricQuantizer/symmetric_quantize_1" -> "498 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv2]/conv2d_0";
 "497 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "498 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv2]/conv2d_0";
 "498 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv2]/conv2d_0" -> "499 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "499 DenseNet/Sequential[dense3]/Bottleneck[21]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "500 DenseNet/Sequential[dense3]/Bottleneck[21]/cat_0";
-"500 DenseNet/Sequential[dense3]/Bottleneck[21]/cat_0" -> "501 DenseNet/Sequential[dense3]/Bottleneck[22]/BatchNorm2d[bn1]/batch_norm_0";
+"500 DenseNet/Sequential[dense3]/Bottleneck[21]/cat_0" -> "501 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFBatchNorm[bn1]/batch_norm_0";
 "500 DenseNet/Sequential[dense3]/Bottleneck[21]/cat_0" -> "512 DenseNet/Sequential[dense3]/Bottleneck[22]/cat_0";
-"501 DenseNet/Sequential[dense3]/Bottleneck[22]/BatchNorm2d[bn1]/batch_norm_0" -> "502 DenseNet/Sequential[dense3]/Bottleneck[22]/relu_0";
+"501 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFBatchNorm[bn1]/batch_norm_0" -> "502 DenseNet/Sequential[dense3]/Bottleneck[22]/relu_0";
 "502 DenseNet/Sequential[dense3]/Bottleneck[22]/relu_0" -> "503 DenseNet/Sequential[dense3]/Bottleneck[22]/SymmetricQuantizer/symmetric_quantize_0";
 "503 DenseNet/Sequential[dense3]/Bottleneck[22]/SymmetricQuantizer/symmetric_quantize_0" -> "505 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv1]/conv2d_0";
 "504 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "505 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv1]/conv2d_0";
-"505 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv1]/conv2d_0" -> "506 DenseNet/Sequential[dense3]/Bottleneck[22]/BatchNorm2d[bn2]/batch_norm_0";
-"506 DenseNet/Sequential[dense3]/Bottleneck[22]/BatchNorm2d[bn2]/batch_norm_0" -> "507 DenseNet/Sequential[dense3]/Bottleneck[22]/relu_1";
+"505 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv1]/conv2d_0" -> "506 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFBatchNorm[bn2]/batch_norm_0";
+"506 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFBatchNorm[bn2]/batch_norm_0" -> "507 DenseNet/Sequential[dense3]/Bottleneck[22]/relu_1";
 "507 DenseNet/Sequential[dense3]/Bottleneck[22]/relu_1" -> "508 DenseNet/Sequential[dense3]/Bottleneck[22]/SymmetricQuantizer/symmetric_quantize_1";
 "508 DenseNet/Sequential[dense3]/Bottleneck[22]/SymmetricQuantizer/symmetric_quantize_1" -> "510 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv2]/conv2d_0";
 "509 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "510 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv2]/conv2d_0";
 "510 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv2]/conv2d_0" -> "511 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "511 DenseNet/Sequential[dense3]/Bottleneck[22]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "512 DenseNet/Sequential[dense3]/Bottleneck[22]/cat_0";
-"512 DenseNet/Sequential[dense3]/Bottleneck[22]/cat_0" -> "513 DenseNet/Sequential[dense3]/Bottleneck[23]/BatchNorm2d[bn1]/batch_norm_0";
+"512 DenseNet/Sequential[dense3]/Bottleneck[22]/cat_0" -> "513 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFBatchNorm[bn1]/batch_norm_0";
 "512 DenseNet/Sequential[dense3]/Bottleneck[22]/cat_0" -> "524 DenseNet/Sequential[dense3]/Bottleneck[23]/cat_0";
-"513 DenseNet/Sequential[dense3]/Bottleneck[23]/BatchNorm2d[bn1]/batch_norm_0" -> "514 DenseNet/Sequential[dense3]/Bottleneck[23]/relu_0";
+"513 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFBatchNorm[bn1]/batch_norm_0" -> "514 DenseNet/Sequential[dense3]/Bottleneck[23]/relu_0";
 "514 DenseNet/Sequential[dense3]/Bottleneck[23]/relu_0" -> "515 DenseNet/Sequential[dense3]/Bottleneck[23]/SymmetricQuantizer/symmetric_quantize_0";
 "515 DenseNet/Sequential[dense3]/Bottleneck[23]/SymmetricQuantizer/symmetric_quantize_0" -> "517 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv1]/conv2d_0";
 "516 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "517 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv1]/conv2d_0";
-"517 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv1]/conv2d_0" -> "518 DenseNet/Sequential[dense3]/Bottleneck[23]/BatchNorm2d[bn2]/batch_norm_0";
-"518 DenseNet/Sequential[dense3]/Bottleneck[23]/BatchNorm2d[bn2]/batch_norm_0" -> "519 DenseNet/Sequential[dense3]/Bottleneck[23]/relu_1";
+"517 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv1]/conv2d_0" -> "518 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFBatchNorm[bn2]/batch_norm_0";
+"518 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFBatchNorm[bn2]/batch_norm_0" -> "519 DenseNet/Sequential[dense3]/Bottleneck[23]/relu_1";
 "519 DenseNet/Sequential[dense3]/Bottleneck[23]/relu_1" -> "520 DenseNet/Sequential[dense3]/Bottleneck[23]/SymmetricQuantizer/symmetric_quantize_1";
 "520 DenseNet/Sequential[dense3]/Bottleneck[23]/SymmetricQuantizer/symmetric_quantize_1" -> "522 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv2]/conv2d_0";
 "521 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "522 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv2]/conv2d_0";
 "522 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv2]/conv2d_0" -> "523 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "523 DenseNet/Sequential[dense3]/Bottleneck[23]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "524 DenseNet/Sequential[dense3]/Bottleneck[23]/cat_0";
-"524 DenseNet/Sequential[dense3]/Bottleneck[23]/cat_0" -> "525 DenseNet/Transition[trans3]/BatchNorm2d[bn]/batch_norm_0";
-"525 DenseNet/Transition[trans3]/BatchNorm2d[bn]/batch_norm_0" -> "526 DenseNet/Transition[trans3]/relu_0";
+"524 DenseNet/Sequential[dense3]/Bottleneck[23]/cat_0" -> "525 DenseNet/Transition[trans3]/NNCFBatchNorm[bn]/batch_norm_0";
+"525 DenseNet/Transition[trans3]/NNCFBatchNorm[bn]/batch_norm_0" -> "526 DenseNet/Transition[trans3]/relu_0";
 "526 DenseNet/Transition[trans3]/relu_0" -> "527 DenseNet/Transition[trans3]/SymmetricQuantizer/symmetric_quantize_0";
 "527 DenseNet/Transition[trans3]/SymmetricQuantizer/symmetric_quantize_0" -> "529 DenseNet/Transition[trans3]/NNCFConv2d[conv]/conv2d_0";
 "528 DenseNet/Transition[trans3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "529 DenseNet/Transition[trans3]/NNCFConv2d[conv]/conv2d_0";
 "529 DenseNet/Transition[trans3]/NNCFConv2d[conv]/conv2d_0" -> "530 DenseNet/Transition[trans3]/NNCFConv2d[conv]/SymmetricQuantizer/symmetric_quantize_0";
 "530 DenseNet/Transition[trans3]/NNCFConv2d[conv]/SymmetricQuantizer/symmetric_quantize_0" -> "531 DenseNet/Transition[trans3]/avg_pool2d_0";
 "531 DenseNet/Transition[trans3]/avg_pool2d_0" -> "532 DenseNet/Transition[trans3]/SymmetricQuantizer/symmetric_quantize_1";
-"532 DenseNet/Transition[trans3]/SymmetricQuantizer/symmetric_quantize_1" -> "533 DenseNet/Sequential[dense4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
+"532 DenseNet/Transition[trans3]/SymmetricQuantizer/symmetric_quantize_1" -> "533 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
 "532 DenseNet/Transition[trans3]/SymmetricQuantizer/symmetric_quantize_1" -> "544 DenseNet/Sequential[dense4]/Bottleneck[0]/cat_0";
-"533 DenseNet/Sequential[dense4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "534 DenseNet/Sequential[dense4]/Bottleneck[0]/relu_0";
+"533 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "534 DenseNet/Sequential[dense4]/Bottleneck[0]/relu_0";
 "534 DenseNet/Sequential[dense4]/Bottleneck[0]/relu_0" -> "535 DenseNet/Sequential[dense4]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0";
 "535 DenseNet/Sequential[dense4]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "537 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "536 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "537 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"537 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "538 DenseNet/Sequential[dense4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"538 DenseNet/Sequential[dense4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "539 DenseNet/Sequential[dense4]/Bottleneck[0]/relu_1";
+"537 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "538 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"538 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "539 DenseNet/Sequential[dense4]/Bottleneck[0]/relu_1";
 "539 DenseNet/Sequential[dense4]/Bottleneck[0]/relu_1" -> "540 DenseNet/Sequential[dense4]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1";
 "540 DenseNet/Sequential[dense4]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" -> "542 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "541 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "542 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "542 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "543 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "543 DenseNet/Sequential[dense4]/Bottleneck[0]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "544 DenseNet/Sequential[dense4]/Bottleneck[0]/cat_0";
-"544 DenseNet/Sequential[dense4]/Bottleneck[0]/cat_0" -> "545 DenseNet/Sequential[dense4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
+"544 DenseNet/Sequential[dense4]/Bottleneck[0]/cat_0" -> "545 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "544 DenseNet/Sequential[dense4]/Bottleneck[0]/cat_0" -> "556 DenseNet/Sequential[dense4]/Bottleneck[1]/cat_0";
-"545 DenseNet/Sequential[dense4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "546 DenseNet/Sequential[dense4]/Bottleneck[1]/relu_0";
+"545 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "546 DenseNet/Sequential[dense4]/Bottleneck[1]/relu_0";
 "546 DenseNet/Sequential[dense4]/Bottleneck[1]/relu_0" -> "547 DenseNet/Sequential[dense4]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0";
 "547 DenseNet/Sequential[dense4]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" -> "549 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "548 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "549 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"549 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "550 DenseNet/Sequential[dense4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"550 DenseNet/Sequential[dense4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "551 DenseNet/Sequential[dense4]/Bottleneck[1]/relu_1";
+"549 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "550 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"550 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "551 DenseNet/Sequential[dense4]/Bottleneck[1]/relu_1";
 "551 DenseNet/Sequential[dense4]/Bottleneck[1]/relu_1" -> "552 DenseNet/Sequential[dense4]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1";
 "552 DenseNet/Sequential[dense4]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" -> "554 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "553 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "554 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "554 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "555 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "555 DenseNet/Sequential[dense4]/Bottleneck[1]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "556 DenseNet/Sequential[dense4]/Bottleneck[1]/cat_0";
-"556 DenseNet/Sequential[dense4]/Bottleneck[1]/cat_0" -> "557 DenseNet/Sequential[dense4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"556 DenseNet/Sequential[dense4]/Bottleneck[1]/cat_0" -> "557 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "556 DenseNet/Sequential[dense4]/Bottleneck[1]/cat_0" -> "568 DenseNet/Sequential[dense4]/Bottleneck[2]/cat_0";
-"557 DenseNet/Sequential[dense4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "558 DenseNet/Sequential[dense4]/Bottleneck[2]/relu_0";
+"557 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "558 DenseNet/Sequential[dense4]/Bottleneck[2]/relu_0";
 "558 DenseNet/Sequential[dense4]/Bottleneck[2]/relu_0" -> "559 DenseNet/Sequential[dense4]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0";
 "559 DenseNet/Sequential[dense4]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" -> "561 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "560 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "561 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"561 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "562 DenseNet/Sequential[dense4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"562 DenseNet/Sequential[dense4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "563 DenseNet/Sequential[dense4]/Bottleneck[2]/relu_1";
+"561 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "562 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"562 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "563 DenseNet/Sequential[dense4]/Bottleneck[2]/relu_1";
 "563 DenseNet/Sequential[dense4]/Bottleneck[2]/relu_1" -> "564 DenseNet/Sequential[dense4]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1";
 "564 DenseNet/Sequential[dense4]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" -> "566 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "565 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "566 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "566 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "567 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "567 DenseNet/Sequential[dense4]/Bottleneck[2]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "568 DenseNet/Sequential[dense4]/Bottleneck[2]/cat_0";
-"568 DenseNet/Sequential[dense4]/Bottleneck[2]/cat_0" -> "569 DenseNet/Sequential[dense4]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
+"568 DenseNet/Sequential[dense4]/Bottleneck[2]/cat_0" -> "569 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
 "568 DenseNet/Sequential[dense4]/Bottleneck[2]/cat_0" -> "580 DenseNet/Sequential[dense4]/Bottleneck[3]/cat_0";
-"569 DenseNet/Sequential[dense4]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "570 DenseNet/Sequential[dense4]/Bottleneck[3]/relu_0";
+"569 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "570 DenseNet/Sequential[dense4]/Bottleneck[3]/relu_0";
 "570 DenseNet/Sequential[dense4]/Bottleneck[3]/relu_0" -> "571 DenseNet/Sequential[dense4]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0";
 "571 DenseNet/Sequential[dense4]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" -> "573 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "572 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "573 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"573 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "574 DenseNet/Sequential[dense4]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"574 DenseNet/Sequential[dense4]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "575 DenseNet/Sequential[dense4]/Bottleneck[3]/relu_1";
+"573 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "574 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"574 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "575 DenseNet/Sequential[dense4]/Bottleneck[3]/relu_1";
 "575 DenseNet/Sequential[dense4]/Bottleneck[3]/relu_1" -> "576 DenseNet/Sequential[dense4]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1";
 "576 DenseNet/Sequential[dense4]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" -> "578 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "577 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "578 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "578 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "579 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "579 DenseNet/Sequential[dense4]/Bottleneck[3]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "580 DenseNet/Sequential[dense4]/Bottleneck[3]/cat_0";
-"580 DenseNet/Sequential[dense4]/Bottleneck[3]/cat_0" -> "581 DenseNet/Sequential[dense4]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
+"580 DenseNet/Sequential[dense4]/Bottleneck[3]/cat_0" -> "581 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
 "580 DenseNet/Sequential[dense4]/Bottleneck[3]/cat_0" -> "592 DenseNet/Sequential[dense4]/Bottleneck[4]/cat_0";
-"581 DenseNet/Sequential[dense4]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "582 DenseNet/Sequential[dense4]/Bottleneck[4]/relu_0";
+"581 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "582 DenseNet/Sequential[dense4]/Bottleneck[4]/relu_0";
 "582 DenseNet/Sequential[dense4]/Bottleneck[4]/relu_0" -> "583 DenseNet/Sequential[dense4]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_0";
 "583 DenseNet/Sequential[dense4]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_0" -> "585 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "584 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "585 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"585 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "586 DenseNet/Sequential[dense4]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"586 DenseNet/Sequential[dense4]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "587 DenseNet/Sequential[dense4]/Bottleneck[4]/relu_1";
+"585 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "586 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"586 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "587 DenseNet/Sequential[dense4]/Bottleneck[4]/relu_1";
 "587 DenseNet/Sequential[dense4]/Bottleneck[4]/relu_1" -> "588 DenseNet/Sequential[dense4]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_1";
 "588 DenseNet/Sequential[dense4]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_1" -> "590 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "589 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "590 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "590 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "591 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "591 DenseNet/Sequential[dense4]/Bottleneck[4]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "592 DenseNet/Sequential[dense4]/Bottleneck[4]/cat_0";
-"592 DenseNet/Sequential[dense4]/Bottleneck[4]/cat_0" -> "593 DenseNet/Sequential[dense4]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
+"592 DenseNet/Sequential[dense4]/Bottleneck[4]/cat_0" -> "593 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
 "592 DenseNet/Sequential[dense4]/Bottleneck[4]/cat_0" -> "604 DenseNet/Sequential[dense4]/Bottleneck[5]/cat_0";
-"593 DenseNet/Sequential[dense4]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "594 DenseNet/Sequential[dense4]/Bottleneck[5]/relu_0";
+"593 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "594 DenseNet/Sequential[dense4]/Bottleneck[5]/relu_0";
 "594 DenseNet/Sequential[dense4]/Bottleneck[5]/relu_0" -> "595 DenseNet/Sequential[dense4]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_0";
 "595 DenseNet/Sequential[dense4]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_0" -> "597 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "596 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "597 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"597 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "598 DenseNet/Sequential[dense4]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"598 DenseNet/Sequential[dense4]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "599 DenseNet/Sequential[dense4]/Bottleneck[5]/relu_1";
+"597 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "598 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"598 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "599 DenseNet/Sequential[dense4]/Bottleneck[5]/relu_1";
 "599 DenseNet/Sequential[dense4]/Bottleneck[5]/relu_1" -> "600 DenseNet/Sequential[dense4]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_1";
 "600 DenseNet/Sequential[dense4]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_1" -> "602 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "601 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "602 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "602 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "603 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "603 DenseNet/Sequential[dense4]/Bottleneck[5]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "604 DenseNet/Sequential[dense4]/Bottleneck[5]/cat_0";
-"604 DenseNet/Sequential[dense4]/Bottleneck[5]/cat_0" -> "605 DenseNet/Sequential[dense4]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0";
+"604 DenseNet/Sequential[dense4]/Bottleneck[5]/cat_0" -> "605 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0";
 "604 DenseNet/Sequential[dense4]/Bottleneck[5]/cat_0" -> "616 DenseNet/Sequential[dense4]/Bottleneck[6]/cat_0";
-"605 DenseNet/Sequential[dense4]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0" -> "606 DenseNet/Sequential[dense4]/Bottleneck[6]/relu_0";
+"605 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0" -> "606 DenseNet/Sequential[dense4]/Bottleneck[6]/relu_0";
 "606 DenseNet/Sequential[dense4]/Bottleneck[6]/relu_0" -> "607 DenseNet/Sequential[dense4]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_0";
 "607 DenseNet/Sequential[dense4]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_0" -> "609 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
 "608 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "609 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
-"609 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "610 DenseNet/Sequential[dense4]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0";
-"610 DenseNet/Sequential[dense4]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0" -> "611 DenseNet/Sequential[dense4]/Bottleneck[6]/relu_1";
+"609 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "610 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0";
+"610 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0" -> "611 DenseNet/Sequential[dense4]/Bottleneck[6]/relu_1";
 "611 DenseNet/Sequential[dense4]/Bottleneck[6]/relu_1" -> "612 DenseNet/Sequential[dense4]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_1";
 "612 DenseNet/Sequential[dense4]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_1" -> "614 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
 "613 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "614 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
 "614 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0" -> "615 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "615 DenseNet/Sequential[dense4]/Bottleneck[6]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "616 DenseNet/Sequential[dense4]/Bottleneck[6]/cat_0";
-"616 DenseNet/Sequential[dense4]/Bottleneck[6]/cat_0" -> "617 DenseNet/Sequential[dense4]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0";
+"616 DenseNet/Sequential[dense4]/Bottleneck[6]/cat_0" -> "617 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0";
 "616 DenseNet/Sequential[dense4]/Bottleneck[6]/cat_0" -> "628 DenseNet/Sequential[dense4]/Bottleneck[7]/cat_0";
-"617 DenseNet/Sequential[dense4]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0" -> "618 DenseNet/Sequential[dense4]/Bottleneck[7]/relu_0";
+"617 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0" -> "618 DenseNet/Sequential[dense4]/Bottleneck[7]/relu_0";
 "618 DenseNet/Sequential[dense4]/Bottleneck[7]/relu_0" -> "619 DenseNet/Sequential[dense4]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_0";
 "619 DenseNet/Sequential[dense4]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_0" -> "621 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
 "620 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "621 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
-"621 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "622 DenseNet/Sequential[dense4]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0";
-"622 DenseNet/Sequential[dense4]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0" -> "623 DenseNet/Sequential[dense4]/Bottleneck[7]/relu_1";
+"621 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "622 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0";
+"622 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0" -> "623 DenseNet/Sequential[dense4]/Bottleneck[7]/relu_1";
 "623 DenseNet/Sequential[dense4]/Bottleneck[7]/relu_1" -> "624 DenseNet/Sequential[dense4]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_1";
 "624 DenseNet/Sequential[dense4]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_1" -> "626 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
 "625 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "626 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
 "626 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0" -> "627 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "627 DenseNet/Sequential[dense4]/Bottleneck[7]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "628 DenseNet/Sequential[dense4]/Bottleneck[7]/cat_0";
-"628 DenseNet/Sequential[dense4]/Bottleneck[7]/cat_0" -> "629 DenseNet/Sequential[dense4]/Bottleneck[8]/BatchNorm2d[bn1]/batch_norm_0";
+"628 DenseNet/Sequential[dense4]/Bottleneck[7]/cat_0" -> "629 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFBatchNorm[bn1]/batch_norm_0";
 "628 DenseNet/Sequential[dense4]/Bottleneck[7]/cat_0" -> "640 DenseNet/Sequential[dense4]/Bottleneck[8]/cat_0";
-"629 DenseNet/Sequential[dense4]/Bottleneck[8]/BatchNorm2d[bn1]/batch_norm_0" -> "630 DenseNet/Sequential[dense4]/Bottleneck[8]/relu_0";
+"629 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFBatchNorm[bn1]/batch_norm_0" -> "630 DenseNet/Sequential[dense4]/Bottleneck[8]/relu_0";
 "630 DenseNet/Sequential[dense4]/Bottleneck[8]/relu_0" -> "631 DenseNet/Sequential[dense4]/Bottleneck[8]/SymmetricQuantizer/symmetric_quantize_0";
 "631 DenseNet/Sequential[dense4]/Bottleneck[8]/SymmetricQuantizer/symmetric_quantize_0" -> "633 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0";
 "632 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "633 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0";
-"633 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0" -> "634 DenseNet/Sequential[dense4]/Bottleneck[8]/BatchNorm2d[bn2]/batch_norm_0";
-"634 DenseNet/Sequential[dense4]/Bottleneck[8]/BatchNorm2d[bn2]/batch_norm_0" -> "635 DenseNet/Sequential[dense4]/Bottleneck[8]/relu_1";
+"633 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv1]/conv2d_0" -> "634 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFBatchNorm[bn2]/batch_norm_0";
+"634 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFBatchNorm[bn2]/batch_norm_0" -> "635 DenseNet/Sequential[dense4]/Bottleneck[8]/relu_1";
 "635 DenseNet/Sequential[dense4]/Bottleneck[8]/relu_1" -> "636 DenseNet/Sequential[dense4]/Bottleneck[8]/SymmetricQuantizer/symmetric_quantize_1";
 "636 DenseNet/Sequential[dense4]/Bottleneck[8]/SymmetricQuantizer/symmetric_quantize_1" -> "638 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0";
 "637 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "638 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0";
 "638 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv2]/conv2d_0" -> "639 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "639 DenseNet/Sequential[dense4]/Bottleneck[8]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "640 DenseNet/Sequential[dense4]/Bottleneck[8]/cat_0";
-"640 DenseNet/Sequential[dense4]/Bottleneck[8]/cat_0" -> "641 DenseNet/Sequential[dense4]/Bottleneck[9]/BatchNorm2d[bn1]/batch_norm_0";
+"640 DenseNet/Sequential[dense4]/Bottleneck[8]/cat_0" -> "641 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFBatchNorm[bn1]/batch_norm_0";
 "640 DenseNet/Sequential[dense4]/Bottleneck[8]/cat_0" -> "652 DenseNet/Sequential[dense4]/Bottleneck[9]/cat_0";
-"641 DenseNet/Sequential[dense4]/Bottleneck[9]/BatchNorm2d[bn1]/batch_norm_0" -> "642 DenseNet/Sequential[dense4]/Bottleneck[9]/relu_0";
+"641 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFBatchNorm[bn1]/batch_norm_0" -> "642 DenseNet/Sequential[dense4]/Bottleneck[9]/relu_0";
 "642 DenseNet/Sequential[dense4]/Bottleneck[9]/relu_0" -> "643 DenseNet/Sequential[dense4]/Bottleneck[9]/SymmetricQuantizer/symmetric_quantize_0";
 "643 DenseNet/Sequential[dense4]/Bottleneck[9]/SymmetricQuantizer/symmetric_quantize_0" -> "645 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0";
 "644 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "645 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0";
-"645 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0" -> "646 DenseNet/Sequential[dense4]/Bottleneck[9]/BatchNorm2d[bn2]/batch_norm_0";
-"646 DenseNet/Sequential[dense4]/Bottleneck[9]/BatchNorm2d[bn2]/batch_norm_0" -> "647 DenseNet/Sequential[dense4]/Bottleneck[9]/relu_1";
+"645 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv1]/conv2d_0" -> "646 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFBatchNorm[bn2]/batch_norm_0";
+"646 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFBatchNorm[bn2]/batch_norm_0" -> "647 DenseNet/Sequential[dense4]/Bottleneck[9]/relu_1";
 "647 DenseNet/Sequential[dense4]/Bottleneck[9]/relu_1" -> "648 DenseNet/Sequential[dense4]/Bottleneck[9]/SymmetricQuantizer/symmetric_quantize_1";
 "648 DenseNet/Sequential[dense4]/Bottleneck[9]/SymmetricQuantizer/symmetric_quantize_1" -> "650 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0";
 "649 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "650 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0";
 "650 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv2]/conv2d_0" -> "651 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "651 DenseNet/Sequential[dense4]/Bottleneck[9]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "652 DenseNet/Sequential[dense4]/Bottleneck[9]/cat_0";
-"652 DenseNet/Sequential[dense4]/Bottleneck[9]/cat_0" -> "653 DenseNet/Sequential[dense4]/Bottleneck[10]/BatchNorm2d[bn1]/batch_norm_0";
+"652 DenseNet/Sequential[dense4]/Bottleneck[9]/cat_0" -> "653 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFBatchNorm[bn1]/batch_norm_0";
 "652 DenseNet/Sequential[dense4]/Bottleneck[9]/cat_0" -> "664 DenseNet/Sequential[dense4]/Bottleneck[10]/cat_0";
-"653 DenseNet/Sequential[dense4]/Bottleneck[10]/BatchNorm2d[bn1]/batch_norm_0" -> "654 DenseNet/Sequential[dense4]/Bottleneck[10]/relu_0";
+"653 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFBatchNorm[bn1]/batch_norm_0" -> "654 DenseNet/Sequential[dense4]/Bottleneck[10]/relu_0";
 "654 DenseNet/Sequential[dense4]/Bottleneck[10]/relu_0" -> "655 DenseNet/Sequential[dense4]/Bottleneck[10]/SymmetricQuantizer/symmetric_quantize_0";
 "655 DenseNet/Sequential[dense4]/Bottleneck[10]/SymmetricQuantizer/symmetric_quantize_0" -> "657 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0";
 "656 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "657 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0";
-"657 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0" -> "658 DenseNet/Sequential[dense4]/Bottleneck[10]/BatchNorm2d[bn2]/batch_norm_0";
-"658 DenseNet/Sequential[dense4]/Bottleneck[10]/BatchNorm2d[bn2]/batch_norm_0" -> "659 DenseNet/Sequential[dense4]/Bottleneck[10]/relu_1";
+"657 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv1]/conv2d_0" -> "658 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFBatchNorm[bn2]/batch_norm_0";
+"658 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFBatchNorm[bn2]/batch_norm_0" -> "659 DenseNet/Sequential[dense4]/Bottleneck[10]/relu_1";
 "659 DenseNet/Sequential[dense4]/Bottleneck[10]/relu_1" -> "660 DenseNet/Sequential[dense4]/Bottleneck[10]/SymmetricQuantizer/symmetric_quantize_1";
 "660 DenseNet/Sequential[dense4]/Bottleneck[10]/SymmetricQuantizer/symmetric_quantize_1" -> "662 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0";
 "661 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "662 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0";
 "662 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv2]/conv2d_0" -> "663 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "663 DenseNet/Sequential[dense4]/Bottleneck[10]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "664 DenseNet/Sequential[dense4]/Bottleneck[10]/cat_0";
-"664 DenseNet/Sequential[dense4]/Bottleneck[10]/cat_0" -> "665 DenseNet/Sequential[dense4]/Bottleneck[11]/BatchNorm2d[bn1]/batch_norm_0";
+"664 DenseNet/Sequential[dense4]/Bottleneck[10]/cat_0" -> "665 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFBatchNorm[bn1]/batch_norm_0";
 "664 DenseNet/Sequential[dense4]/Bottleneck[10]/cat_0" -> "676 DenseNet/Sequential[dense4]/Bottleneck[11]/cat_0";
-"665 DenseNet/Sequential[dense4]/Bottleneck[11]/BatchNorm2d[bn1]/batch_norm_0" -> "666 DenseNet/Sequential[dense4]/Bottleneck[11]/relu_0";
+"665 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFBatchNorm[bn1]/batch_norm_0" -> "666 DenseNet/Sequential[dense4]/Bottleneck[11]/relu_0";
 "666 DenseNet/Sequential[dense4]/Bottleneck[11]/relu_0" -> "667 DenseNet/Sequential[dense4]/Bottleneck[11]/SymmetricQuantizer/symmetric_quantize_0";
 "667 DenseNet/Sequential[dense4]/Bottleneck[11]/SymmetricQuantizer/symmetric_quantize_0" -> "669 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0";
 "668 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "669 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0";
-"669 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0" -> "670 DenseNet/Sequential[dense4]/Bottleneck[11]/BatchNorm2d[bn2]/batch_norm_0";
-"670 DenseNet/Sequential[dense4]/Bottleneck[11]/BatchNorm2d[bn2]/batch_norm_0" -> "671 DenseNet/Sequential[dense4]/Bottleneck[11]/relu_1";
+"669 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv1]/conv2d_0" -> "670 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFBatchNorm[bn2]/batch_norm_0";
+"670 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFBatchNorm[bn2]/batch_norm_0" -> "671 DenseNet/Sequential[dense4]/Bottleneck[11]/relu_1";
 "671 DenseNet/Sequential[dense4]/Bottleneck[11]/relu_1" -> "672 DenseNet/Sequential[dense4]/Bottleneck[11]/SymmetricQuantizer/symmetric_quantize_1";
 "672 DenseNet/Sequential[dense4]/Bottleneck[11]/SymmetricQuantizer/symmetric_quantize_1" -> "674 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0";
 "673 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "674 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0";
 "674 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv2]/conv2d_0" -> "675 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "675 DenseNet/Sequential[dense4]/Bottleneck[11]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "676 DenseNet/Sequential[dense4]/Bottleneck[11]/cat_0";
-"676 DenseNet/Sequential[dense4]/Bottleneck[11]/cat_0" -> "677 DenseNet/Sequential[dense4]/Bottleneck[12]/BatchNorm2d[bn1]/batch_norm_0";
+"676 DenseNet/Sequential[dense4]/Bottleneck[11]/cat_0" -> "677 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFBatchNorm[bn1]/batch_norm_0";
 "676 DenseNet/Sequential[dense4]/Bottleneck[11]/cat_0" -> "688 DenseNet/Sequential[dense4]/Bottleneck[12]/cat_0";
-"677 DenseNet/Sequential[dense4]/Bottleneck[12]/BatchNorm2d[bn1]/batch_norm_0" -> "678 DenseNet/Sequential[dense4]/Bottleneck[12]/relu_0";
+"677 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFBatchNorm[bn1]/batch_norm_0" -> "678 DenseNet/Sequential[dense4]/Bottleneck[12]/relu_0";
 "678 DenseNet/Sequential[dense4]/Bottleneck[12]/relu_0" -> "679 DenseNet/Sequential[dense4]/Bottleneck[12]/SymmetricQuantizer/symmetric_quantize_0";
 "679 DenseNet/Sequential[dense4]/Bottleneck[12]/SymmetricQuantizer/symmetric_quantize_0" -> "681 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0";
 "680 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "681 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0";
-"681 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0" -> "682 DenseNet/Sequential[dense4]/Bottleneck[12]/BatchNorm2d[bn2]/batch_norm_0";
-"682 DenseNet/Sequential[dense4]/Bottleneck[12]/BatchNorm2d[bn2]/batch_norm_0" -> "683 DenseNet/Sequential[dense4]/Bottleneck[12]/relu_1";
+"681 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv1]/conv2d_0" -> "682 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFBatchNorm[bn2]/batch_norm_0";
+"682 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFBatchNorm[bn2]/batch_norm_0" -> "683 DenseNet/Sequential[dense4]/Bottleneck[12]/relu_1";
 "683 DenseNet/Sequential[dense4]/Bottleneck[12]/relu_1" -> "684 DenseNet/Sequential[dense4]/Bottleneck[12]/SymmetricQuantizer/symmetric_quantize_1";
 "684 DenseNet/Sequential[dense4]/Bottleneck[12]/SymmetricQuantizer/symmetric_quantize_1" -> "686 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/conv2d_0";
 "685 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "686 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/conv2d_0";
 "686 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/conv2d_0" -> "687 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "687 DenseNet/Sequential[dense4]/Bottleneck[12]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "688 DenseNet/Sequential[dense4]/Bottleneck[12]/cat_0";
-"688 DenseNet/Sequential[dense4]/Bottleneck[12]/cat_0" -> "689 DenseNet/Sequential[dense4]/Bottleneck[13]/BatchNorm2d[bn1]/batch_norm_0";
+"688 DenseNet/Sequential[dense4]/Bottleneck[12]/cat_0" -> "689 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFBatchNorm[bn1]/batch_norm_0";
 "688 DenseNet/Sequential[dense4]/Bottleneck[12]/cat_0" -> "700 DenseNet/Sequential[dense4]/Bottleneck[13]/cat_0";
-"689 DenseNet/Sequential[dense4]/Bottleneck[13]/BatchNorm2d[bn1]/batch_norm_0" -> "690 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_0";
+"689 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFBatchNorm[bn1]/batch_norm_0" -> "690 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_0";
 "690 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_0" -> "691 DenseNet/Sequential[dense4]/Bottleneck[13]/SymmetricQuantizer/symmetric_quantize_0";
 "691 DenseNet/Sequential[dense4]/Bottleneck[13]/SymmetricQuantizer/symmetric_quantize_0" -> "693 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0";
 "692 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "693 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0";
-"693 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0" -> "694 DenseNet/Sequential[dense4]/Bottleneck[13]/BatchNorm2d[bn2]/batch_norm_0";
-"694 DenseNet/Sequential[dense4]/Bottleneck[13]/BatchNorm2d[bn2]/batch_norm_0" -> "695 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_1";
+"693 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv1]/conv2d_0" -> "694 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFBatchNorm[bn2]/batch_norm_0";
+"694 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFBatchNorm[bn2]/batch_norm_0" -> "695 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_1";
 "695 DenseNet/Sequential[dense4]/Bottleneck[13]/relu_1" -> "696 DenseNet/Sequential[dense4]/Bottleneck[13]/SymmetricQuantizer/symmetric_quantize_1";
 "696 DenseNet/Sequential[dense4]/Bottleneck[13]/SymmetricQuantizer/symmetric_quantize_1" -> "698 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/conv2d_0";
 "697 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "698 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/conv2d_0";
 "698 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/conv2d_0" -> "699 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "699 DenseNet/Sequential[dense4]/Bottleneck[13]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "700 DenseNet/Sequential[dense4]/Bottleneck[13]/cat_0";
-"700 DenseNet/Sequential[dense4]/Bottleneck[13]/cat_0" -> "701 DenseNet/Sequential[dense4]/Bottleneck[14]/BatchNorm2d[bn1]/batch_norm_0";
+"700 DenseNet/Sequential[dense4]/Bottleneck[13]/cat_0" -> "701 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFBatchNorm[bn1]/batch_norm_0";
 "700 DenseNet/Sequential[dense4]/Bottleneck[13]/cat_0" -> "712 DenseNet/Sequential[dense4]/Bottleneck[14]/cat_0";
-"701 DenseNet/Sequential[dense4]/Bottleneck[14]/BatchNorm2d[bn1]/batch_norm_0" -> "702 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_0";
+"701 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFBatchNorm[bn1]/batch_norm_0" -> "702 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_0";
 "702 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_0" -> "703 DenseNet/Sequential[dense4]/Bottleneck[14]/SymmetricQuantizer/symmetric_quantize_0";
 "703 DenseNet/Sequential[dense4]/Bottleneck[14]/SymmetricQuantizer/symmetric_quantize_0" -> "705 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0";
 "704 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "705 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0";
-"705 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0" -> "706 DenseNet/Sequential[dense4]/Bottleneck[14]/BatchNorm2d[bn2]/batch_norm_0";
-"706 DenseNet/Sequential[dense4]/Bottleneck[14]/BatchNorm2d[bn2]/batch_norm_0" -> "707 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_1";
+"705 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv1]/conv2d_0" -> "706 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFBatchNorm[bn2]/batch_norm_0";
+"706 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFBatchNorm[bn2]/batch_norm_0" -> "707 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_1";
 "707 DenseNet/Sequential[dense4]/Bottleneck[14]/relu_1" -> "708 DenseNet/Sequential[dense4]/Bottleneck[14]/SymmetricQuantizer/symmetric_quantize_1";
 "708 DenseNet/Sequential[dense4]/Bottleneck[14]/SymmetricQuantizer/symmetric_quantize_1" -> "710 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/conv2d_0";
 "709 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "710 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/conv2d_0";
 "710 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/conv2d_0" -> "711 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "711 DenseNet/Sequential[dense4]/Bottleneck[14]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "712 DenseNet/Sequential[dense4]/Bottleneck[14]/cat_0";
-"712 DenseNet/Sequential[dense4]/Bottleneck[14]/cat_0" -> "713 DenseNet/Sequential[dense4]/Bottleneck[15]/BatchNorm2d[bn1]/batch_norm_0";
+"712 DenseNet/Sequential[dense4]/Bottleneck[14]/cat_0" -> "713 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFBatchNorm[bn1]/batch_norm_0";
 "712 DenseNet/Sequential[dense4]/Bottleneck[14]/cat_0" -> "724 DenseNet/Sequential[dense4]/Bottleneck[15]/cat_0";
-"713 DenseNet/Sequential[dense4]/Bottleneck[15]/BatchNorm2d[bn1]/batch_norm_0" -> "714 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_0";
+"713 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFBatchNorm[bn1]/batch_norm_0" -> "714 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_0";
 "714 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_0" -> "715 DenseNet/Sequential[dense4]/Bottleneck[15]/SymmetricQuantizer/symmetric_quantize_0";
 "715 DenseNet/Sequential[dense4]/Bottleneck[15]/SymmetricQuantizer/symmetric_quantize_0" -> "717 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0";
 "716 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "717 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0";
-"717 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0" -> "718 DenseNet/Sequential[dense4]/Bottleneck[15]/BatchNorm2d[bn2]/batch_norm_0";
-"718 DenseNet/Sequential[dense4]/Bottleneck[15]/BatchNorm2d[bn2]/batch_norm_0" -> "719 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_1";
+"717 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv1]/conv2d_0" -> "718 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFBatchNorm[bn2]/batch_norm_0";
+"718 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFBatchNorm[bn2]/batch_norm_0" -> "719 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_1";
 "719 DenseNet/Sequential[dense4]/Bottleneck[15]/relu_1" -> "720 DenseNet/Sequential[dense4]/Bottleneck[15]/SymmetricQuantizer/symmetric_quantize_1";
 "720 DenseNet/Sequential[dense4]/Bottleneck[15]/SymmetricQuantizer/symmetric_quantize_1" -> "722 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/conv2d_0";
 "721 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "722 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/conv2d_0";
 "722 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/conv2d_0" -> "723 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0";
 "723 DenseNet/Sequential[dense4]/Bottleneck[15]/NNCFConv2d[conv2]/SymmetricQuantizer/symmetric_quantize_0" -> "724 DenseNet/Sequential[dense4]/Bottleneck[15]/cat_0";
-"724 DenseNet/Sequential[dense4]/Bottleneck[15]/cat_0" -> "725 DenseNet/BatchNorm2d[bn]/batch_norm_0";
-"725 DenseNet/BatchNorm2d[bn]/batch_norm_0" -> "726 DenseNet/relu_0";
+"724 DenseNet/Sequential[dense4]/Bottleneck[15]/cat_0" -> "725 DenseNet/NNCFBatchNorm[bn]/batch_norm_0";
+"725 DenseNet/NNCFBatchNorm[bn]/batch_norm_0" -> "726 DenseNet/relu_0";
 "726 DenseNet/relu_0" -> "727 DenseNet/SymmetricQuantizer/symmetric_quantize_0";
 "727 DenseNet/SymmetricQuantizer/symmetric_quantize_0" -> "728 DenseNet/avg_pool2d_0";
 "728 DenseNet/avg_pool2d_0" -> "729 DenseNet/SymmetricQuantizer/symmetric_quantize_1";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/inception.dot b/tests/torch/data/reference_graphs/quantized/symmetric/inception.dot
index 19b3437dd4c..2b21d2b106e 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/inception.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/inception.dot
@@ -3,341 +3,341 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 GoogLeNet/Sequential[pre_layers]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 GoogLeNet/Sequential[pre_layers]/NNCFConv2d[0]/conv2d_0" [id=3, type=conv2d];
-"4 GoogLeNet/Sequential[pre_layers]/BatchNorm2d[1]/batch_norm_0" [id=4, type=batch_norm];
+"4 GoogLeNet/Sequential[pre_layers]/NNCFBatchNorm[1]/batch_norm_0" [id=4, type=batch_norm];
 "5 GoogLeNet/Sequential[pre_layers]/ReLU[2]/relu__0" [id=5, type=relu_];
 "6 GoogLeNet/Sequential[pre_layers]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=6, type=symmetric_quantize];
 "7 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=7, type=symmetric_quantize];
 "8 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" [id=8, type=conv2d];
-"9 GoogLeNet/Inception[a3]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" [id=9, type=batch_norm];
+"9 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" [id=9, type=batch_norm];
 "10 GoogLeNet/Inception[a3]/Sequential[b1]/ReLU[2]/relu__0" [id=10, type=relu_];
 "11 GoogLeNet/Inception[a3]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=11, type=symmetric_quantize];
 "12 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=12, type=symmetric_quantize];
 "13 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" [id=13, type=conv2d];
-"14 GoogLeNet/Inception[a3]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" [id=14, type=batch_norm];
+"14 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" [id=14, type=batch_norm];
 "15 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[2]/relu__0" [id=15, type=relu_];
 "16 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=16, type=symmetric_quantize];
 "17 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=17, type=symmetric_quantize];
 "18 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" [id=18, type=conv2d];
-"19 GoogLeNet/Inception[a3]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" [id=19, type=batch_norm];
+"19 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" [id=19, type=batch_norm];
 "20 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[5]/relu__0" [id=20, type=relu_];
 "21 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=21, type=symmetric_quantize];
 "22 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=22, type=symmetric_quantize];
 "23 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" [id=23, type=conv2d];
-"24 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" [id=24, type=batch_norm];
+"24 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" [id=24, type=batch_norm];
 "25 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[2]/relu__0" [id=25, type=relu_];
 "26 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=26, type=symmetric_quantize];
 "27 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=27, type=symmetric_quantize];
 "28 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" [id=28, type=conv2d];
-"29 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" [id=29, type=batch_norm];
+"29 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" [id=29, type=batch_norm];
 "30 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[5]/relu__0" [id=30, type=relu_];
 "31 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=31, type=symmetric_quantize];
 "32 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=32, type=symmetric_quantize];
 "33 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" [id=33, type=conv2d];
-"34 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" [id=34, type=batch_norm];
+"34 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" [id=34, type=batch_norm];
 "35 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[8]/relu__0" [id=35, type=relu_];
 "36 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" [id=36, type=symmetric_quantize];
 "37 GoogLeNet/Inception[a3]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" [id=37, type=max_pool2d];
 "38 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=38, type=symmetric_quantize];
 "39 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" [id=39, type=conv2d];
-"40 GoogLeNet/Inception[a3]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" [id=40, type=batch_norm];
+"40 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" [id=40, type=batch_norm];
 "41 GoogLeNet/Inception[a3]/Sequential[b4]/ReLU[3]/relu__0" [id=41, type=relu_];
 "42 GoogLeNet/Inception[a3]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0" [id=42, type=symmetric_quantize];
 "43 GoogLeNet/Inception[a3]/cat_0" [id=43, type=cat];
 "44 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=44, type=symmetric_quantize];
 "45 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" [id=45, type=conv2d];
-"46 GoogLeNet/Inception[b3]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" [id=46, type=batch_norm];
+"46 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" [id=46, type=batch_norm];
 "47 GoogLeNet/Inception[b3]/Sequential[b1]/ReLU[2]/relu__0" [id=47, type=relu_];
 "48 GoogLeNet/Inception[b3]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=48, type=symmetric_quantize];
 "49 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=49, type=symmetric_quantize];
 "50 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" [id=50, type=conv2d];
-"51 GoogLeNet/Inception[b3]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" [id=51, type=batch_norm];
+"51 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" [id=51, type=batch_norm];
 "52 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[2]/relu__0" [id=52, type=relu_];
 "53 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=53, type=symmetric_quantize];
 "54 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=54, type=symmetric_quantize];
 "55 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" [id=55, type=conv2d];
-"56 GoogLeNet/Inception[b3]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" [id=56, type=batch_norm];
+"56 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" [id=56, type=batch_norm];
 "57 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[5]/relu__0" [id=57, type=relu_];
 "58 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=58, type=symmetric_quantize];
 "59 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=59, type=symmetric_quantize];
 "60 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" [id=60, type=conv2d];
-"61 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" [id=61, type=batch_norm];
+"61 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" [id=61, type=batch_norm];
 "62 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[2]/relu__0" [id=62, type=relu_];
 "63 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=63, type=symmetric_quantize];
 "64 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=64, type=symmetric_quantize];
 "65 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" [id=65, type=conv2d];
-"66 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" [id=66, type=batch_norm];
+"66 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" [id=66, type=batch_norm];
 "67 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[5]/relu__0" [id=67, type=relu_];
 "68 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=68, type=symmetric_quantize];
 "69 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=69, type=symmetric_quantize];
 "70 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" [id=70, type=conv2d];
-"71 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" [id=71, type=batch_norm];
+"71 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" [id=71, type=batch_norm];
 "72 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[8]/relu__0" [id=72, type=relu_];
 "73 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" [id=73, type=symmetric_quantize];
 "74 GoogLeNet/Inception[b3]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" [id=74, type=max_pool2d];
 "75 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=75, type=symmetric_quantize];
 "76 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" [id=76, type=conv2d];
-"77 GoogLeNet/Inception[b3]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" [id=77, type=batch_norm];
+"77 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" [id=77, type=batch_norm];
 "78 GoogLeNet/Inception[b3]/Sequential[b4]/ReLU[3]/relu__0" [id=78, type=relu_];
 "79 GoogLeNet/Inception[b3]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0" [id=79, type=symmetric_quantize];
 "80 GoogLeNet/Inception[b3]/cat_0" [id=80, type=cat];
 "81 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_0" [id=81, type=max_pool2d];
 "82 GoogLeNet/Inception[a4]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=82, type=symmetric_quantize];
 "83 GoogLeNet/Inception[a4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" [id=83, type=conv2d];
-"84 GoogLeNet/Inception[a4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" [id=84, type=batch_norm];
+"84 GoogLeNet/Inception[a4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" [id=84, type=batch_norm];
 "85 GoogLeNet/Inception[a4]/Sequential[b1]/ReLU[2]/relu__0" [id=85, type=relu_];
 "86 GoogLeNet/Inception[a4]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=86, type=symmetric_quantize];
 "87 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=87, type=symmetric_quantize];
 "88 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" [id=88, type=conv2d];
-"89 GoogLeNet/Inception[a4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" [id=89, type=batch_norm];
+"89 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" [id=89, type=batch_norm];
 "90 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[2]/relu__0" [id=90, type=relu_];
 "91 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=91, type=symmetric_quantize];
 "92 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=92, type=symmetric_quantize];
 "93 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" [id=93, type=conv2d];
-"94 GoogLeNet/Inception[a4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" [id=94, type=batch_norm];
+"94 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" [id=94, type=batch_norm];
 "95 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[5]/relu__0" [id=95, type=relu_];
 "96 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=96, type=symmetric_quantize];
 "97 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=97, type=symmetric_quantize];
 "98 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" [id=98, type=conv2d];
-"99 GoogLeNet/Inception[a4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" [id=99, type=batch_norm];
+"99 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" [id=99, type=batch_norm];
 "100 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[2]/relu__0" [id=100, type=relu_];
 "101 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=101, type=symmetric_quantize];
 "102 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=102, type=symmetric_quantize];
 "103 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" [id=103, type=conv2d];
-"104 GoogLeNet/Inception[a4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" [id=104, type=batch_norm];
+"104 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" [id=104, type=batch_norm];
 "105 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[5]/relu__0" [id=105, type=relu_];
 "106 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=106, type=symmetric_quantize];
 "107 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=107, type=symmetric_quantize];
 "108 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" [id=108, type=conv2d];
-"109 GoogLeNet/Inception[a4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" [id=109, type=batch_norm];
+"109 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" [id=109, type=batch_norm];
 "110 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[8]/relu__0" [id=110, type=relu_];
 "111 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" [id=111, type=symmetric_quantize];
 "112 GoogLeNet/Inception[a4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" [id=112, type=max_pool2d];
 "113 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=113, type=symmetric_quantize];
 "114 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" [id=114, type=conv2d];
-"115 GoogLeNet/Inception[a4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" [id=115, type=batch_norm];
+"115 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" [id=115, type=batch_norm];
 "116 GoogLeNet/Inception[a4]/Sequential[b4]/ReLU[3]/relu__0" [id=116, type=relu_];
 "117 GoogLeNet/Inception[a4]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0" [id=117, type=symmetric_quantize];
 "118 GoogLeNet/Inception[a4]/cat_0" [id=118, type=cat];
 "119 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=119, type=symmetric_quantize];
 "120 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" [id=120, type=conv2d];
-"121 GoogLeNet/Inception[b4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" [id=121, type=batch_norm];
+"121 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" [id=121, type=batch_norm];
 "122 GoogLeNet/Inception[b4]/Sequential[b1]/ReLU[2]/relu__0" [id=122, type=relu_];
 "123 GoogLeNet/Inception[b4]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=123, type=symmetric_quantize];
 "124 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=124, type=symmetric_quantize];
 "125 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" [id=125, type=conv2d];
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 "264 GoogLeNet/Inception[e4]/Sequential[b4]/ReLU[3]/relu__0" [id=264, type=relu_];
 "265 GoogLeNet/Inception[e4]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0" [id=265, type=symmetric_quantize];
 "266 GoogLeNet/Inception[e4]/cat_0" [id=266, type=cat];
 "267 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_1" [id=267, type=max_pool2d];
 "268 GoogLeNet/Inception[a5]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=268, type=symmetric_quantize];
 "269 GoogLeNet/Inception[a5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" [id=269, type=conv2d];
-"270 GoogLeNet/Inception[a5]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" [id=270, type=batch_norm];
+"270 GoogLeNet/Inception[a5]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" [id=270, type=batch_norm];
 "271 GoogLeNet/Inception[a5]/Sequential[b1]/ReLU[2]/relu__0" [id=271, type=relu_];
 "272 GoogLeNet/Inception[a5]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=272, type=symmetric_quantize];
 "273 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=273, type=symmetric_quantize];
 "274 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" [id=274, type=conv2d];
-"275 GoogLeNet/Inception[a5]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" [id=275, type=batch_norm];
+"275 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" [id=275, type=batch_norm];
 "276 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[2]/relu__0" [id=276, type=relu_];
 "277 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=277, type=symmetric_quantize];
 "278 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=278, type=symmetric_quantize];
 "279 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" [id=279, type=conv2d];
-"280 GoogLeNet/Inception[a5]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" [id=280, type=batch_norm];
+"280 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" [id=280, type=batch_norm];
 "281 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[5]/relu__0" [id=281, type=relu_];
 "282 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=282, type=symmetric_quantize];
 "283 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=283, type=symmetric_quantize];
 "284 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" [id=284, type=conv2d];
-"285 GoogLeNet/Inception[a5]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" [id=285, type=batch_norm];
+"285 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" [id=285, type=batch_norm];
 "286 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[2]/relu__0" [id=286, type=relu_];
 "287 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=287, type=symmetric_quantize];
 "288 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=288, type=symmetric_quantize];
 "289 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" [id=289, type=conv2d];
-"290 GoogLeNet/Inception[a5]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" [id=290, type=batch_norm];
+"290 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" [id=290, type=batch_norm];
 "291 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[5]/relu__0" [id=291, type=relu_];
 "292 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=292, type=symmetric_quantize];
 "293 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=293, type=symmetric_quantize];
 "294 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" [id=294, type=conv2d];
-"295 GoogLeNet/Inception[a5]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" [id=295, type=batch_norm];
+"295 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" [id=295, type=batch_norm];
 "296 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[8]/relu__0" [id=296, type=relu_];
 "297 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" [id=297, type=symmetric_quantize];
 "298 GoogLeNet/Inception[a5]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" [id=298, type=max_pool2d];
 "299 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=299, type=symmetric_quantize];
 "300 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" [id=300, type=conv2d];
-"301 GoogLeNet/Inception[a5]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" [id=301, type=batch_norm];
+"301 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" [id=301, type=batch_norm];
 "302 GoogLeNet/Inception[a5]/Sequential[b4]/ReLU[3]/relu__0" [id=302, type=relu_];
 "303 GoogLeNet/Inception[a5]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0" [id=303, type=symmetric_quantize];
 "304 GoogLeNet/Inception[a5]/cat_0" [id=304, type=cat];
 "305 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=305, type=symmetric_quantize];
 "306 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" [id=306, type=conv2d];
-"307 GoogLeNet/Inception[b5]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" [id=307, type=batch_norm];
+"307 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" [id=307, type=batch_norm];
 "308 GoogLeNet/Inception[b5]/Sequential[b1]/ReLU[2]/relu__0" [id=308, type=relu_];
 "309 GoogLeNet/Inception[b5]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=309, type=symmetric_quantize];
 "310 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=310, type=symmetric_quantize];
 "311 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" [id=311, type=conv2d];
-"312 GoogLeNet/Inception[b5]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" [id=312, type=batch_norm];
+"312 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" [id=312, type=batch_norm];
 "313 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[2]/relu__0" [id=313, type=relu_];
 "314 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=314, type=symmetric_quantize];
 "315 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=315, type=symmetric_quantize];
 "316 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" [id=316, type=conv2d];
-"317 GoogLeNet/Inception[b5]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" [id=317, type=batch_norm];
+"317 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" [id=317, type=batch_norm];
 "318 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[5]/relu__0" [id=318, type=relu_];
 "319 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=319, type=symmetric_quantize];
 "320 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=320, type=symmetric_quantize];
 "321 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" [id=321, type=conv2d];
-"322 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" [id=322, type=batch_norm];
+"322 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" [id=322, type=batch_norm];
 "323 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[2]/relu__0" [id=323, type=relu_];
 "324 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=324, type=symmetric_quantize];
 "325 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=325, type=symmetric_quantize];
 "326 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" [id=326, type=conv2d];
-"327 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" [id=327, type=batch_norm];
+"327 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" [id=327, type=batch_norm];
 "328 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[5]/relu__0" [id=328, type=relu_];
 "329 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=329, type=symmetric_quantize];
 "330 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=330, type=symmetric_quantize];
 "331 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" [id=331, type=conv2d];
-"332 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" [id=332, type=batch_norm];
+"332 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" [id=332, type=batch_norm];
 "333 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[8]/relu__0" [id=333, type=relu_];
 "334 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" [id=334, type=symmetric_quantize];
 "335 GoogLeNet/Inception[b5]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" [id=335, type=max_pool2d];
 "336 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=336, type=symmetric_quantize];
 "337 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" [id=337, type=conv2d];
-"338 GoogLeNet/Inception[b5]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" [id=338, type=batch_norm];
+"338 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" [id=338, type=batch_norm];
 "339 GoogLeNet/Inception[b5]/Sequential[b4]/ReLU[3]/relu__0" [id=339, type=relu_];
 "340 GoogLeNet/Inception[b5]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0" [id=340, type=symmetric_quantize];
 "341 GoogLeNet/Inception[b5]/cat_0" [id=341, type=cat];
@@ -350,47 +350,47 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 GoogLeNet/Sequential[pre_layers]/NNCFConv2d[0]/conv2d_0";
 "2 GoogLeNet/Sequential[pre_layers]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 GoogLeNet/Sequential[pre_layers]/NNCFConv2d[0]/conv2d_0";
-"3 GoogLeNet/Sequential[pre_layers]/NNCFConv2d[0]/conv2d_0" -> "4 GoogLeNet/Sequential[pre_layers]/BatchNorm2d[1]/batch_norm_0";
-"4 GoogLeNet/Sequential[pre_layers]/BatchNorm2d[1]/batch_norm_0" -> "5 GoogLeNet/Sequential[pre_layers]/ReLU[2]/relu__0";
+"3 GoogLeNet/Sequential[pre_layers]/NNCFConv2d[0]/conv2d_0" -> "4 GoogLeNet/Sequential[pre_layers]/NNCFBatchNorm[1]/batch_norm_0";
+"4 GoogLeNet/Sequential[pre_layers]/NNCFBatchNorm[1]/batch_norm_0" -> "5 GoogLeNet/Sequential[pre_layers]/ReLU[2]/relu__0";
 "5 GoogLeNet/Sequential[pre_layers]/ReLU[2]/relu__0" -> "6 GoogLeNet/Sequential[pre_layers]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "6 GoogLeNet/Sequential[pre_layers]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "8 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
 "7 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"8 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "9 GoogLeNet/Inception[a3]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
+"8 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "9 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
 "6 GoogLeNet/Sequential[pre_layers]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "13 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
 "6 GoogLeNet/Sequential[pre_layers]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "23 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "6 GoogLeNet/Sequential[pre_layers]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "37 GoogLeNet/Inception[a3]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
-"9 GoogLeNet/Inception[a3]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "10 GoogLeNet/Inception[a3]/Sequential[b1]/ReLU[2]/relu__0";
+"9 GoogLeNet/Inception[a3]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "10 GoogLeNet/Inception[a3]/Sequential[b1]/ReLU[2]/relu__0";
 "10 GoogLeNet/Inception[a3]/Sequential[b1]/ReLU[2]/relu__0" -> "11 GoogLeNet/Inception[a3]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "11 GoogLeNet/Inception[a3]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "43 GoogLeNet/Inception[a3]/cat_0";
 "12 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "13 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"13 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "14 GoogLeNet/Inception[a3]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"14 GoogLeNet/Inception[a3]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "15 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[2]/relu__0";
+"13 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "14 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"14 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "15 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[2]/relu__0";
 "15 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[2]/relu__0" -> "16 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "16 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "18 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "17 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "18 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"18 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "19 GoogLeNet/Inception[a3]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"19 GoogLeNet/Inception[a3]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "20 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[5]/relu__0";
+"18 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "19 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"19 GoogLeNet/Inception[a3]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "20 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[5]/relu__0";
 "20 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[5]/relu__0" -> "21 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "21 GoogLeNet/Inception[a3]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "43 GoogLeNet/Inception[a3]/cat_0";
 "22 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "23 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"23 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "24 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"24 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "25 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[2]/relu__0";
+"23 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "24 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"24 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "25 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[2]/relu__0";
 "25 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[2]/relu__0" -> "26 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "26 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "28 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "27 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "28 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"28 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "29 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"29 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "30 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[5]/relu__0";
+"28 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "29 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"29 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "30 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[5]/relu__0";
 "30 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[5]/relu__0" -> "31 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "31 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "33 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "32 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "33 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"33 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "34 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"34 GoogLeNet/Inception[a3]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "35 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[8]/relu__0";
+"33 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "34 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"34 GoogLeNet/Inception[a3]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "35 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[8]/relu__0";
 "35 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[8]/relu__0" -> "36 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0";
 "36 GoogLeNet/Inception[a3]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" -> "43 GoogLeNet/Inception[a3]/cat_0";
 "37 GoogLeNet/Inception[a3]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "39 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "38 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "39 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"39 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "40 GoogLeNet/Inception[a3]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"40 GoogLeNet/Inception[a3]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "41 GoogLeNet/Inception[a3]/Sequential[b4]/ReLU[3]/relu__0";
+"39 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "40 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"40 GoogLeNet/Inception[a3]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "41 GoogLeNet/Inception[a3]/Sequential[b4]/ReLU[3]/relu__0";
 "41 GoogLeNet/Inception[a3]/Sequential[b4]/ReLU[3]/relu__0" -> "42 GoogLeNet/Inception[a3]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0";
 "42 GoogLeNet/Inception[a3]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0" -> "43 GoogLeNet/Inception[a3]/cat_0";
 "43 GoogLeNet/Inception[a3]/cat_0" -> "45 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
@@ -398,39 +398,39 @@ strict digraph  {
 "43 GoogLeNet/Inception[a3]/cat_0" -> "60 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "43 GoogLeNet/Inception[a3]/cat_0" -> "74 GoogLeNet/Inception[b3]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "44 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "45 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"45 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "46 GoogLeNet/Inception[b3]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"46 GoogLeNet/Inception[b3]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "47 GoogLeNet/Inception[b3]/Sequential[b1]/ReLU[2]/relu__0";
+"45 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "46 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"46 GoogLeNet/Inception[b3]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "47 GoogLeNet/Inception[b3]/Sequential[b1]/ReLU[2]/relu__0";
 "47 GoogLeNet/Inception[b3]/Sequential[b1]/ReLU[2]/relu__0" -> "48 GoogLeNet/Inception[b3]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "48 GoogLeNet/Inception[b3]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "80 GoogLeNet/Inception[b3]/cat_0";
 "49 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "50 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"50 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "51 GoogLeNet/Inception[b3]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"51 GoogLeNet/Inception[b3]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "52 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[2]/relu__0";
+"50 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "51 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"51 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "52 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[2]/relu__0";
 "52 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[2]/relu__0" -> "53 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "53 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "55 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "54 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "55 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"55 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "56 GoogLeNet/Inception[b3]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"56 GoogLeNet/Inception[b3]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "57 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[5]/relu__0";
+"55 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "56 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"56 GoogLeNet/Inception[b3]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "57 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[5]/relu__0";
 "57 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[5]/relu__0" -> "58 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "58 GoogLeNet/Inception[b3]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "80 GoogLeNet/Inception[b3]/cat_0";
 "59 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "60 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"60 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "61 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"61 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "62 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[2]/relu__0";
+"60 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "61 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"61 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "62 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[2]/relu__0";
 "62 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[2]/relu__0" -> "63 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "63 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "65 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "64 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "65 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"65 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "66 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"66 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "67 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[5]/relu__0";
+"65 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "66 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"66 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "67 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[5]/relu__0";
 "67 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[5]/relu__0" -> "68 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "68 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "70 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "69 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "70 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"70 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "71 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"71 GoogLeNet/Inception[b3]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "72 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[8]/relu__0";
+"70 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "71 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"71 GoogLeNet/Inception[b3]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "72 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[8]/relu__0";
 "72 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[8]/relu__0" -> "73 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0";
 "73 GoogLeNet/Inception[b3]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" -> "80 GoogLeNet/Inception[b3]/cat_0";
 "74 GoogLeNet/Inception[b3]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "76 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "75 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "76 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"76 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "77 GoogLeNet/Inception[b3]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"77 GoogLeNet/Inception[b3]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "78 GoogLeNet/Inception[b3]/Sequential[b4]/ReLU[3]/relu__0";
+"76 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "77 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"77 GoogLeNet/Inception[b3]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "78 GoogLeNet/Inception[b3]/Sequential[b4]/ReLU[3]/relu__0";
 "78 GoogLeNet/Inception[b3]/Sequential[b4]/ReLU[3]/relu__0" -> "79 GoogLeNet/Inception[b3]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0";
 "79 GoogLeNet/Inception[b3]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0" -> "80 GoogLeNet/Inception[b3]/cat_0";
 "80 GoogLeNet/Inception[b3]/cat_0" -> "81 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_0";
@@ -438,40 +438,40 @@ strict digraph  {
 "81 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_0" -> "88 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
 "81 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_0" -> "98 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "82 GoogLeNet/Inception[a4]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "83 GoogLeNet/Inception[a4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"83 GoogLeNet/Inception[a4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "84 GoogLeNet/Inception[a4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"84 GoogLeNet/Inception[a4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "85 GoogLeNet/Inception[a4]/Sequential[b1]/ReLU[2]/relu__0";
+"83 GoogLeNet/Inception[a4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "84 GoogLeNet/Inception[a4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"84 GoogLeNet/Inception[a4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "85 GoogLeNet/Inception[a4]/Sequential[b1]/ReLU[2]/relu__0";
 "85 GoogLeNet/Inception[a4]/Sequential[b1]/ReLU[2]/relu__0" -> "86 GoogLeNet/Inception[a4]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "87 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "88 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"88 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "89 GoogLeNet/Inception[a4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"89 GoogLeNet/Inception[a4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "90 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[2]/relu__0";
+"88 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "89 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"89 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "90 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[2]/relu__0";
 "90 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[2]/relu__0" -> "91 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "91 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "93 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "92 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"93 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "94 GoogLeNet/Inception[a4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"94 GoogLeNet/Inception[a4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "95 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[5]/relu__0";
+"93 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "94 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"94 GoogLeNet/Inception[a4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "95 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[5]/relu__0";
 "95 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[5]/relu__0" -> "96 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "97 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"98 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "99 GoogLeNet/Inception[a4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
+"98 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "99 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
 "81 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_0" -> "112 GoogLeNet/Inception[a4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "86 GoogLeNet/Inception[a4]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "118 GoogLeNet/Inception[a4]/cat_0";
 "96 GoogLeNet/Inception[a4]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "118 GoogLeNet/Inception[a4]/cat_0";
-"99 GoogLeNet/Inception[a4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "100 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[2]/relu__0";
+"99 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "100 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[2]/relu__0";
 "100 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[2]/relu__0" -> "101 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "101 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "103 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "102 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "103 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"103 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "104 GoogLeNet/Inception[a4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"104 GoogLeNet/Inception[a4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "105 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[5]/relu__0";
+"103 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "104 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"104 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "105 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[5]/relu__0";
 "105 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[5]/relu__0" -> "106 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "106 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "108 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "107 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "108 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"108 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "109 GoogLeNet/Inception[a4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"109 GoogLeNet/Inception[a4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "110 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[8]/relu__0";
+"108 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "109 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"109 GoogLeNet/Inception[a4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "110 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[8]/relu__0";
 "110 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[8]/relu__0" -> "111 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0";
 "111 GoogLeNet/Inception[a4]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" -> "118 GoogLeNet/Inception[a4]/cat_0";
 "112 GoogLeNet/Inception[a4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "114 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "113 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "114 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"114 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "115 GoogLeNet/Inception[a4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"115 GoogLeNet/Inception[a4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "116 GoogLeNet/Inception[a4]/Sequential[b4]/ReLU[3]/relu__0";
+"114 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "115 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"115 GoogLeNet/Inception[a4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "116 GoogLeNet/Inception[a4]/Sequential[b4]/ReLU[3]/relu__0";
 "116 GoogLeNet/Inception[a4]/Sequential[b4]/ReLU[3]/relu__0" -> "117 GoogLeNet/Inception[a4]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0";
 "117 GoogLeNet/Inception[a4]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0" -> "118 GoogLeNet/Inception[a4]/cat_0";
 "118 GoogLeNet/Inception[a4]/cat_0" -> "120 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
@@ -479,39 +479,39 @@ strict digraph  {
 "118 GoogLeNet/Inception[a4]/cat_0" -> "135 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "118 GoogLeNet/Inception[a4]/cat_0" -> "149 GoogLeNet/Inception[b4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "119 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "120 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"120 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "121 GoogLeNet/Inception[b4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"121 GoogLeNet/Inception[b4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "122 GoogLeNet/Inception[b4]/Sequential[b1]/ReLU[2]/relu__0";
+"120 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "121 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"121 GoogLeNet/Inception[b4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "122 GoogLeNet/Inception[b4]/Sequential[b1]/ReLU[2]/relu__0";
 "122 GoogLeNet/Inception[b4]/Sequential[b1]/ReLU[2]/relu__0" -> "123 GoogLeNet/Inception[b4]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "123 GoogLeNet/Inception[b4]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "155 GoogLeNet/Inception[b4]/cat_0";
 "124 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "125 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"125 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "126 GoogLeNet/Inception[b4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"126 GoogLeNet/Inception[b4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "127 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[2]/relu__0";
+"125 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "126 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"126 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "127 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[2]/relu__0";
 "127 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[2]/relu__0" -> "128 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "128 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "130 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "129 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "130 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"130 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "131 GoogLeNet/Inception[b4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"131 GoogLeNet/Inception[b4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "132 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[5]/relu__0";
+"130 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "131 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"131 GoogLeNet/Inception[b4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "132 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[5]/relu__0";
 "132 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[5]/relu__0" -> "133 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "133 GoogLeNet/Inception[b4]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "155 GoogLeNet/Inception[b4]/cat_0";
 "134 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "135 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"135 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "136 GoogLeNet/Inception[b4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"136 GoogLeNet/Inception[b4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "137 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[2]/relu__0";
+"135 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "136 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"136 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "137 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[2]/relu__0";
 "137 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[2]/relu__0" -> "138 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "138 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "140 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "139 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "140 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"140 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "141 GoogLeNet/Inception[b4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"141 GoogLeNet/Inception[b4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "142 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[5]/relu__0";
+"140 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "141 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"141 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "142 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[5]/relu__0";
 "142 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[5]/relu__0" -> "143 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "143 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "145 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "144 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "145 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"145 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "146 GoogLeNet/Inception[b4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"146 GoogLeNet/Inception[b4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "147 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[8]/relu__0";
+"145 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "146 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"146 GoogLeNet/Inception[b4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "147 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[8]/relu__0";
 "147 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[8]/relu__0" -> "148 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0";
 "148 GoogLeNet/Inception[b4]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" -> "155 GoogLeNet/Inception[b4]/cat_0";
 "149 GoogLeNet/Inception[b4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "151 GoogLeNet/Inception[b4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "150 GoogLeNet/Inception[b4]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "151 GoogLeNet/Inception[b4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"151 GoogLeNet/Inception[b4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "152 GoogLeNet/Inception[b4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"152 GoogLeNet/Inception[b4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "153 GoogLeNet/Inception[b4]/Sequential[b4]/ReLU[3]/relu__0";
+"151 GoogLeNet/Inception[b4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "152 GoogLeNet/Inception[b4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"152 GoogLeNet/Inception[b4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "153 GoogLeNet/Inception[b4]/Sequential[b4]/ReLU[3]/relu__0";
 "153 GoogLeNet/Inception[b4]/Sequential[b4]/ReLU[3]/relu__0" -> "154 GoogLeNet/Inception[b4]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0";
 "154 GoogLeNet/Inception[b4]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0" -> "155 GoogLeNet/Inception[b4]/cat_0";
 "155 GoogLeNet/Inception[b4]/cat_0" -> "157 GoogLeNet/Inception[c4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
@@ -519,39 +519,39 @@ strict digraph  {
 "155 GoogLeNet/Inception[b4]/cat_0" -> "172 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "155 GoogLeNet/Inception[b4]/cat_0" -> "186 GoogLeNet/Inception[c4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "156 GoogLeNet/Inception[c4]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "157 GoogLeNet/Inception[c4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"157 GoogLeNet/Inception[c4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "158 GoogLeNet/Inception[c4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"158 GoogLeNet/Inception[c4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "159 GoogLeNet/Inception[c4]/Sequential[b1]/ReLU[2]/relu__0";
+"157 GoogLeNet/Inception[c4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "158 GoogLeNet/Inception[c4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"158 GoogLeNet/Inception[c4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "159 GoogLeNet/Inception[c4]/Sequential[b1]/ReLU[2]/relu__0";
 "159 GoogLeNet/Inception[c4]/Sequential[b1]/ReLU[2]/relu__0" -> "160 GoogLeNet/Inception[c4]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "160 GoogLeNet/Inception[c4]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "192 GoogLeNet/Inception[c4]/cat_0";
 "161 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "162 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"162 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "163 GoogLeNet/Inception[c4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"163 GoogLeNet/Inception[c4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "164 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[2]/relu__0";
+"162 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "163 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"163 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "164 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[2]/relu__0";
 "164 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[2]/relu__0" -> "165 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "165 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "167 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "166 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "167 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"167 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "168 GoogLeNet/Inception[c4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"168 GoogLeNet/Inception[c4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "169 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[5]/relu__0";
+"167 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "168 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"168 GoogLeNet/Inception[c4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "169 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[5]/relu__0";
 "169 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[5]/relu__0" -> "170 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "170 GoogLeNet/Inception[c4]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "192 GoogLeNet/Inception[c4]/cat_0";
 "171 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "172 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"172 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "173 GoogLeNet/Inception[c4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"173 GoogLeNet/Inception[c4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "174 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[2]/relu__0";
+"172 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "173 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"173 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "174 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[2]/relu__0";
 "174 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[2]/relu__0" -> "175 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "175 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "177 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "176 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "177 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"177 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "178 GoogLeNet/Inception[c4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"178 GoogLeNet/Inception[c4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "179 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[5]/relu__0";
+"177 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "178 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"178 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "179 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[5]/relu__0";
 "179 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[5]/relu__0" -> "180 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "180 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "182 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "181 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "182 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"182 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "183 GoogLeNet/Inception[c4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"183 GoogLeNet/Inception[c4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "184 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[8]/relu__0";
+"182 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "183 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"183 GoogLeNet/Inception[c4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "184 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[8]/relu__0";
 "184 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[8]/relu__0" -> "185 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0";
 "185 GoogLeNet/Inception[c4]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" -> "192 GoogLeNet/Inception[c4]/cat_0";
 "186 GoogLeNet/Inception[c4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "188 GoogLeNet/Inception[c4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "187 GoogLeNet/Inception[c4]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "188 GoogLeNet/Inception[c4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"188 GoogLeNet/Inception[c4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "189 GoogLeNet/Inception[c4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"189 GoogLeNet/Inception[c4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "190 GoogLeNet/Inception[c4]/Sequential[b4]/ReLU[3]/relu__0";
+"188 GoogLeNet/Inception[c4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "189 GoogLeNet/Inception[c4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"189 GoogLeNet/Inception[c4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "190 GoogLeNet/Inception[c4]/Sequential[b4]/ReLU[3]/relu__0";
 "190 GoogLeNet/Inception[c4]/Sequential[b4]/ReLU[3]/relu__0" -> "191 GoogLeNet/Inception[c4]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0";
 "191 GoogLeNet/Inception[c4]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0" -> "192 GoogLeNet/Inception[c4]/cat_0";
 "192 GoogLeNet/Inception[c4]/cat_0" -> "194 GoogLeNet/Inception[d4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
@@ -559,39 +559,39 @@ strict digraph  {
 "192 GoogLeNet/Inception[c4]/cat_0" -> "209 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "192 GoogLeNet/Inception[c4]/cat_0" -> "223 GoogLeNet/Inception[d4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "193 GoogLeNet/Inception[d4]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "194 GoogLeNet/Inception[d4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"194 GoogLeNet/Inception[d4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "195 GoogLeNet/Inception[d4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"195 GoogLeNet/Inception[d4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "196 GoogLeNet/Inception[d4]/Sequential[b1]/ReLU[2]/relu__0";
+"194 GoogLeNet/Inception[d4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "195 GoogLeNet/Inception[d4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"195 GoogLeNet/Inception[d4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "196 GoogLeNet/Inception[d4]/Sequential[b1]/ReLU[2]/relu__0";
 "196 GoogLeNet/Inception[d4]/Sequential[b1]/ReLU[2]/relu__0" -> "197 GoogLeNet/Inception[d4]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "197 GoogLeNet/Inception[d4]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "229 GoogLeNet/Inception[d4]/cat_0";
 "198 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "199 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"199 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "200 GoogLeNet/Inception[d4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"200 GoogLeNet/Inception[d4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "201 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[2]/relu__0";
+"199 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "200 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"200 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "201 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[2]/relu__0";
 "201 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[2]/relu__0" -> "202 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "202 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "204 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "203 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "204 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"204 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "205 GoogLeNet/Inception[d4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"205 GoogLeNet/Inception[d4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "206 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[5]/relu__0";
+"204 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "205 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"205 GoogLeNet/Inception[d4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "206 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[5]/relu__0";
 "206 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[5]/relu__0" -> "207 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "207 GoogLeNet/Inception[d4]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "229 GoogLeNet/Inception[d4]/cat_0";
 "208 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "209 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"209 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "210 GoogLeNet/Inception[d4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"210 GoogLeNet/Inception[d4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "211 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[2]/relu__0";
+"209 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "210 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"210 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "211 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[2]/relu__0";
 "211 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[2]/relu__0" -> "212 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "212 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "214 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "213 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "214 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"214 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "215 GoogLeNet/Inception[d4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"215 GoogLeNet/Inception[d4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "216 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[5]/relu__0";
+"214 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "215 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"215 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "216 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[5]/relu__0";
 "216 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[5]/relu__0" -> "217 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "217 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "219 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "218 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "219 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"219 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "220 GoogLeNet/Inception[d4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"220 GoogLeNet/Inception[d4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "221 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[8]/relu__0";
+"219 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "220 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"220 GoogLeNet/Inception[d4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "221 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[8]/relu__0";
 "221 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[8]/relu__0" -> "222 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0";
 "222 GoogLeNet/Inception[d4]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" -> "229 GoogLeNet/Inception[d4]/cat_0";
 "223 GoogLeNet/Inception[d4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "225 GoogLeNet/Inception[d4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "224 GoogLeNet/Inception[d4]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "225 GoogLeNet/Inception[d4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"225 GoogLeNet/Inception[d4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "226 GoogLeNet/Inception[d4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"226 GoogLeNet/Inception[d4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "227 GoogLeNet/Inception[d4]/Sequential[b4]/ReLU[3]/relu__0";
+"225 GoogLeNet/Inception[d4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "226 GoogLeNet/Inception[d4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"226 GoogLeNet/Inception[d4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "227 GoogLeNet/Inception[d4]/Sequential[b4]/ReLU[3]/relu__0";
 "227 GoogLeNet/Inception[d4]/Sequential[b4]/ReLU[3]/relu__0" -> "228 GoogLeNet/Inception[d4]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0";
 "228 GoogLeNet/Inception[d4]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0" -> "229 GoogLeNet/Inception[d4]/cat_0";
 "229 GoogLeNet/Inception[d4]/cat_0" -> "231 GoogLeNet/Inception[e4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
@@ -599,39 +599,39 @@ strict digraph  {
 "229 GoogLeNet/Inception[d4]/cat_0" -> "246 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "229 GoogLeNet/Inception[d4]/cat_0" -> "260 GoogLeNet/Inception[e4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "230 GoogLeNet/Inception[e4]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "231 GoogLeNet/Inception[e4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"231 GoogLeNet/Inception[e4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "232 GoogLeNet/Inception[e4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"232 GoogLeNet/Inception[e4]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "233 GoogLeNet/Inception[e4]/Sequential[b1]/ReLU[2]/relu__0";
+"231 GoogLeNet/Inception[e4]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "232 GoogLeNet/Inception[e4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"232 GoogLeNet/Inception[e4]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "233 GoogLeNet/Inception[e4]/Sequential[b1]/ReLU[2]/relu__0";
 "233 GoogLeNet/Inception[e4]/Sequential[b1]/ReLU[2]/relu__0" -> "234 GoogLeNet/Inception[e4]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "234 GoogLeNet/Inception[e4]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "266 GoogLeNet/Inception[e4]/cat_0";
 "235 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "236 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"236 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "237 GoogLeNet/Inception[e4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"237 GoogLeNet/Inception[e4]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "238 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[2]/relu__0";
+"236 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "237 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"237 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "238 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[2]/relu__0";
 "238 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[2]/relu__0" -> "239 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "239 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "241 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "240 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "241 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"241 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "242 GoogLeNet/Inception[e4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"242 GoogLeNet/Inception[e4]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "243 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[5]/relu__0";
+"241 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "242 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"242 GoogLeNet/Inception[e4]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "243 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[5]/relu__0";
 "243 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[5]/relu__0" -> "244 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "244 GoogLeNet/Inception[e4]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "266 GoogLeNet/Inception[e4]/cat_0";
 "245 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "246 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"246 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "247 GoogLeNet/Inception[e4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"247 GoogLeNet/Inception[e4]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "248 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[2]/relu__0";
+"246 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "247 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"247 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "248 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[2]/relu__0";
 "248 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[2]/relu__0" -> "249 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "249 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "251 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "250 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "251 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"251 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "252 GoogLeNet/Inception[e4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"252 GoogLeNet/Inception[e4]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "253 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[5]/relu__0";
+"251 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "252 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"252 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "253 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[5]/relu__0";
 "253 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[5]/relu__0" -> "254 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "254 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "256 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "255 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "256 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"256 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "257 GoogLeNet/Inception[e4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"257 GoogLeNet/Inception[e4]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "258 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[8]/relu__0";
+"256 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "257 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"257 GoogLeNet/Inception[e4]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "258 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[8]/relu__0";
 "258 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[8]/relu__0" -> "259 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0";
 "259 GoogLeNet/Inception[e4]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" -> "266 GoogLeNet/Inception[e4]/cat_0";
 "260 GoogLeNet/Inception[e4]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "262 GoogLeNet/Inception[e4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "261 GoogLeNet/Inception[e4]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "262 GoogLeNet/Inception[e4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"262 GoogLeNet/Inception[e4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "263 GoogLeNet/Inception[e4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"263 GoogLeNet/Inception[e4]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "264 GoogLeNet/Inception[e4]/Sequential[b4]/ReLU[3]/relu__0";
+"262 GoogLeNet/Inception[e4]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "263 GoogLeNet/Inception[e4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"263 GoogLeNet/Inception[e4]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "264 GoogLeNet/Inception[e4]/Sequential[b4]/ReLU[3]/relu__0";
 "264 GoogLeNet/Inception[e4]/Sequential[b4]/ReLU[3]/relu__0" -> "265 GoogLeNet/Inception[e4]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0";
 "265 GoogLeNet/Inception[e4]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0" -> "266 GoogLeNet/Inception[e4]/cat_0";
 "266 GoogLeNet/Inception[e4]/cat_0" -> "267 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_1";
@@ -640,39 +640,39 @@ strict digraph  {
 "267 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_1" -> "284 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "267 GoogLeNet/MaxPool2d[maxpool]/max_pool2d_1" -> "298 GoogLeNet/Inception[a5]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "268 GoogLeNet/Inception[a5]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "269 GoogLeNet/Inception[a5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"269 GoogLeNet/Inception[a5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "270 GoogLeNet/Inception[a5]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"270 GoogLeNet/Inception[a5]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "271 GoogLeNet/Inception[a5]/Sequential[b1]/ReLU[2]/relu__0";
+"269 GoogLeNet/Inception[a5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "270 GoogLeNet/Inception[a5]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"270 GoogLeNet/Inception[a5]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "271 GoogLeNet/Inception[a5]/Sequential[b1]/ReLU[2]/relu__0";
 "271 GoogLeNet/Inception[a5]/Sequential[b1]/ReLU[2]/relu__0" -> "272 GoogLeNet/Inception[a5]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "272 GoogLeNet/Inception[a5]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "304 GoogLeNet/Inception[a5]/cat_0";
 "273 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "274 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"274 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "275 GoogLeNet/Inception[a5]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"275 GoogLeNet/Inception[a5]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "276 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[2]/relu__0";
+"274 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "275 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"275 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "276 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[2]/relu__0";
 "276 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[2]/relu__0" -> "277 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "277 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "279 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "278 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "279 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"279 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "280 GoogLeNet/Inception[a5]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"280 GoogLeNet/Inception[a5]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "281 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[5]/relu__0";
+"279 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "280 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"280 GoogLeNet/Inception[a5]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "281 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[5]/relu__0";
 "281 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[5]/relu__0" -> "282 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "282 GoogLeNet/Inception[a5]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "304 GoogLeNet/Inception[a5]/cat_0";
 "283 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "284 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"284 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "285 GoogLeNet/Inception[a5]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"285 GoogLeNet/Inception[a5]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "286 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[2]/relu__0";
+"284 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "285 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"285 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "286 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[2]/relu__0";
 "286 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[2]/relu__0" -> "287 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "287 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "289 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "288 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "289 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"289 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "290 GoogLeNet/Inception[a5]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"290 GoogLeNet/Inception[a5]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "291 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[5]/relu__0";
+"289 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "290 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"290 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "291 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[5]/relu__0";
 "291 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[5]/relu__0" -> "292 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "292 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "294 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "293 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "294 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"294 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "295 GoogLeNet/Inception[a5]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"295 GoogLeNet/Inception[a5]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "296 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[8]/relu__0";
+"294 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "295 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"295 GoogLeNet/Inception[a5]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "296 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[8]/relu__0";
 "296 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[8]/relu__0" -> "297 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0";
 "297 GoogLeNet/Inception[a5]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" -> "304 GoogLeNet/Inception[a5]/cat_0";
 "298 GoogLeNet/Inception[a5]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "300 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "299 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "300 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"300 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "301 GoogLeNet/Inception[a5]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"301 GoogLeNet/Inception[a5]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "302 GoogLeNet/Inception[a5]/Sequential[b4]/ReLU[3]/relu__0";
+"300 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "301 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"301 GoogLeNet/Inception[a5]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "302 GoogLeNet/Inception[a5]/Sequential[b4]/ReLU[3]/relu__0";
 "302 GoogLeNet/Inception[a5]/Sequential[b4]/ReLU[3]/relu__0" -> "303 GoogLeNet/Inception[a5]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0";
 "303 GoogLeNet/Inception[a5]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0" -> "304 GoogLeNet/Inception[a5]/cat_0";
 "304 GoogLeNet/Inception[a5]/cat_0" -> "306 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
@@ -680,39 +680,39 @@ strict digraph  {
 "304 GoogLeNet/Inception[a5]/cat_0" -> "321 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
 "304 GoogLeNet/Inception[a5]/cat_0" -> "335 GoogLeNet/Inception[b5]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0";
 "305 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "306 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0";
-"306 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "307 GoogLeNet/Inception[b5]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0";
-"307 GoogLeNet/Inception[b5]/Sequential[b1]/BatchNorm2d[1]/batch_norm_0" -> "308 GoogLeNet/Inception[b5]/Sequential[b1]/ReLU[2]/relu__0";
+"306 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFConv2d[0]/conv2d_0" -> "307 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0";
+"307 GoogLeNet/Inception[b5]/Sequential[b1]/NNCFBatchNorm[1]/batch_norm_0" -> "308 GoogLeNet/Inception[b5]/Sequential[b1]/ReLU[2]/relu__0";
 "308 GoogLeNet/Inception[b5]/Sequential[b1]/ReLU[2]/relu__0" -> "309 GoogLeNet/Inception[b5]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "309 GoogLeNet/Inception[b5]/Sequential[b1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "341 GoogLeNet/Inception[b5]/cat_0";
 "310 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "311 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[0]/conv2d_0";
-"311 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "312 GoogLeNet/Inception[b5]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0";
-"312 GoogLeNet/Inception[b5]/Sequential[b2]/BatchNorm2d[1]/batch_norm_0" -> "313 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[2]/relu__0";
+"311 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[0]/conv2d_0" -> "312 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0";
+"312 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFBatchNorm[1]/batch_norm_0" -> "313 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[2]/relu__0";
 "313 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[2]/relu__0" -> "314 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "314 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "316 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
 "315 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "316 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0";
-"316 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "317 GoogLeNet/Inception[b5]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0";
-"317 GoogLeNet/Inception[b5]/Sequential[b2]/BatchNorm2d[4]/batch_norm_0" -> "318 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[5]/relu__0";
+"316 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFConv2d[3]/conv2d_0" -> "317 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0";
+"317 GoogLeNet/Inception[b5]/Sequential[b2]/NNCFBatchNorm[4]/batch_norm_0" -> "318 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[5]/relu__0";
 "318 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[5]/relu__0" -> "319 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "319 GoogLeNet/Inception[b5]/Sequential[b2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "341 GoogLeNet/Inception[b5]/cat_0";
 "320 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "321 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0";
-"321 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "322 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0";
-"322 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[1]/batch_norm_0" -> "323 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[2]/relu__0";
+"321 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[0]/conv2d_0" -> "322 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0";
+"322 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[1]/batch_norm_0" -> "323 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[2]/relu__0";
 "323 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[2]/relu__0" -> "324 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "324 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "326 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
 "325 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "326 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0";
-"326 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "327 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0";
-"327 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[4]/batch_norm_0" -> "328 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[5]/relu__0";
+"326 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[3]/conv2d_0" -> "327 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0";
+"327 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[4]/batch_norm_0" -> "328 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[5]/relu__0";
 "328 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[5]/relu__0" -> "329 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "329 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "331 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
 "330 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "331 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0";
-"331 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "332 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0";
-"332 GoogLeNet/Inception[b5]/Sequential[b3]/BatchNorm2d[7]/batch_norm_0" -> "333 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[8]/relu__0";
+"331 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFConv2d[6]/conv2d_0" -> "332 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0";
+"332 GoogLeNet/Inception[b5]/Sequential[b3]/NNCFBatchNorm[7]/batch_norm_0" -> "333 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[8]/relu__0";
 "333 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[8]/relu__0" -> "334 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0";
 "334 GoogLeNet/Inception[b5]/Sequential[b3]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" -> "341 GoogLeNet/Inception[b5]/cat_0";
 "335 GoogLeNet/Inception[b5]/Sequential[b4]/MaxPool2d[0]/max_pool2d_0" -> "337 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
 "336 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "337 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0";
-"337 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "338 GoogLeNet/Inception[b5]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0";
-"338 GoogLeNet/Inception[b5]/Sequential[b4]/BatchNorm2d[2]/batch_norm_0" -> "339 GoogLeNet/Inception[b5]/Sequential[b4]/ReLU[3]/relu__0";
+"337 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFConv2d[1]/conv2d_0" -> "338 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0";
+"338 GoogLeNet/Inception[b5]/Sequential[b4]/NNCFBatchNorm[2]/batch_norm_0" -> "339 GoogLeNet/Inception[b5]/Sequential[b4]/ReLU[3]/relu__0";
 "339 GoogLeNet/Inception[b5]/Sequential[b4]/ReLU[3]/relu__0" -> "340 GoogLeNet/Inception[b5]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0";
 "340 GoogLeNet/Inception[b5]/Sequential[b4]/ReLU[3]/SymmetricQuantizer/symmetric_quantize_0" -> "341 GoogLeNet/Inception[b5]/cat_0";
 "341 GoogLeNet/Inception[b5]/cat_0" -> "342 GoogLeNet/AvgPool2d[avgpool]/avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/inception_v3.dot b/tests/torch/data/reference_graphs/quantized/symmetric/inception_v3.dot
index 5be31f67eea..1daf6caf81c 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/inception_v3.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/inception_v3.dot
@@ -22,376 +22,376 @@ strict digraph  {
 "20 Inception3/cat_0" [id=20, type=cat];
 "21 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=21, type=symmetric_quantize];
 "22 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" [id=22, type=conv2d];
-"23 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=23, type=batch_norm];
+"23 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=23, type=batch_norm];
 "24 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" [id=24, type=relu_];
 "25 Inception3/BasicConv2d[Conv2d_1a_3x3]/SymmetricQuantizer/symmetric_quantize_0" [id=25, type=symmetric_quantize];
 "26 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=26, type=symmetric_quantize];
 "27 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" [id=27, type=conv2d];
-"28 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=28, type=batch_norm];
+"28 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=28, type=batch_norm];
 "29 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" [id=29, type=relu_];
 "30 Inception3/BasicConv2d[Conv2d_2a_3x3]/SymmetricQuantizer/symmetric_quantize_0" [id=30, type=symmetric_quantize];
 "31 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=31, type=symmetric_quantize];
 "32 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" [id=32, type=conv2d];
-"33 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=33, type=batch_norm];
+"33 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=33, type=batch_norm];
 "34 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" [id=34, type=relu_];
 "35 Inception3/BasicConv2d[Conv2d_2b_3x3]/SymmetricQuantizer/symmetric_quantize_0" [id=35, type=symmetric_quantize];
 "36 Inception3/max_pool2d_0" [id=36, type=max_pool2d];
 "37 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=37, type=symmetric_quantize];
 "38 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" [id=38, type=conv2d];
-"39 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" [id=39, type=batch_norm];
+"39 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=39, type=batch_norm];
 "40 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" [id=40, type=relu_];
 "41 Inception3/BasicConv2d[Conv2d_3b_1x1]/SymmetricQuantizer/symmetric_quantize_0" [id=41, type=symmetric_quantize];
 "42 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=42, type=symmetric_quantize];
 "43 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" [id=43, type=conv2d];
-"44 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" [id=44, type=batch_norm];
+"44 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" [id=44, type=batch_norm];
 "45 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" [id=45, type=relu_];
 "46 Inception3/BasicConv2d[Conv2d_4a_3x3]/SymmetricQuantizer/symmetric_quantize_0" [id=46, type=symmetric_quantize];
 "47 Inception3/max_pool2d_1" [id=47, type=max_pool2d];
 "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=48, type=symmetric_quantize];
 "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=49, type=conv2d];
-"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=50, type=batch_norm];
+"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=50, type=batch_norm];
 "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" [id=51, type=relu_];
 "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" [id=52, type=symmetric_quantize];
 "53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=53, type=symmetric_quantize];
 "54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" [id=54, type=conv2d];
-"55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" [id=55, type=batch_norm];
+"55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=55, type=batch_norm];
 "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" [id=56, type=relu_];
 "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0" [id=57, type=symmetric_quantize];
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 "306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" [id=306, type=conv2d];
-"307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=307, type=batch_norm];
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 "311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=311, type=conv2d];
-"312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=312, type=batch_norm];
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 "316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=316, type=conv2d];
-"317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=317, type=batch_norm];
+"317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=317, type=batch_norm];
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+"322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=322, type=batch_norm];
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 "331 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" [id=331, type=conv2d];
-"332 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" [id=332, type=batch_norm];
+"332 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" [id=332, type=batch_norm];
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 "335 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0" [id=335, type=avg_pool2d];
 "336 Inception3/InceptionC[Mixed_6d]/SymmetricQuantizer/symmetric_quantize_0" [id=336, type=symmetric_quantize];
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 "338 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=338, type=conv2d];
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 "342 Inception3/InceptionC[Mixed_6d]/cat_0" [id=342, type=cat];
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 "349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" [id=349, type=conv2d];
-"350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" [id=350, type=batch_norm];
+"350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=350, type=batch_norm];
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 "354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" [id=354, type=conv2d];
-"355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" [id=355, type=batch_norm];
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 "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" [id=357, type=symmetric_quantize];
 "358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=358, type=symmetric_quantize];
 "359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" [id=359, type=conv2d];
-"360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" [id=360, type=batch_norm];
+"360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=360, type=batch_norm];
 "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0" [id=361, type=relu_];
 "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/SymmetricQuantizer/symmetric_quantize_0" [id=362, type=symmetric_quantize];
 "363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=363, type=symmetric_quantize];
 "364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=364, type=conv2d];
-"365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=365, type=batch_norm];
+"365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=365, type=batch_norm];
 "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0" [id=366, type=relu_];
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 "368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=368, type=symmetric_quantize];
 "369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=369, type=conv2d];
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-"375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" [id=375, type=batch_norm];
+"375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" [id=375, type=batch_norm];
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-"380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" [id=380, type=batch_norm];
+"380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=380, type=batch_norm];
 "381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0" [id=381, type=relu_];
 "382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" [id=382, type=symmetric_quantize];
 "383 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=383, type=symmetric_quantize];
 "384 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" [id=384, type=conv2d];
-"385 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" [id=385, type=batch_norm];
+"385 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" [id=385, type=batch_norm];
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 "387 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/SymmetricQuantizer/symmetric_quantize_0" [id=387, type=symmetric_quantize];
 "388 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0" [id=388, type=avg_pool2d];
 "389 Inception3/InceptionC[Mixed_6e]/SymmetricQuantizer/symmetric_quantize_0" [id=389, type=symmetric_quantize];
 "390 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=390, type=symmetric_quantize];
 "391 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=391, type=conv2d];
-"392 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=392, type=batch_norm];
+"392 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=392, type=batch_norm];
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 "395 Inception3/InceptionC[Mixed_6e]/cat_0" [id=395, type=cat];
@@ -407,75 +407,75 @@ strict digraph  {
 "405 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0" [id=405, type=linear];
 "406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=406, type=symmetric_quantize];
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-"408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=408, type=batch_norm];
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 "429 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0" [id=429, type=relu_];
 "430 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/SymmetricQuantizer/symmetric_quantize_0" [id=430, type=symmetric_quantize];
 "431 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=431, type=symmetric_quantize];
 "432 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" [id=432, type=conv2d];
-"433 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" [id=433, type=batch_norm];
+"433 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" [id=433, type=batch_norm];
 "434 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0" [id=434, type=relu_];
 "435 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/SymmetricQuantizer/symmetric_quantize_0" [id=435, type=symmetric_quantize];
 "436 Inception3/InceptionD[Mixed_7a]/max_pool2d_0" [id=436, type=max_pool2d];
 "437 Inception3/InceptionD[Mixed_7a]/cat_0" [id=437, type=cat];
 "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=438, type=symmetric_quantize];
 "439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=439, type=conv2d];
-"440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=440, type=batch_norm];
+"440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=440, type=batch_norm];
 "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0" [id=441, type=relu_];
 "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" [id=442, type=symmetric_quantize];
 "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=443, type=symmetric_quantize];
 "444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [id=444, type=conv2d];
-"445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=445, type=batch_norm];
+"445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=445, type=batch_norm];
 "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0" [id=446, type=relu_];
 "447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" [id=447, type=symmetric_quantize];
 "448 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=448, type=symmetric_quantize];
 "449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" [id=449, type=conv2d];
-"450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" [id=450, type=batch_norm];
+"450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" [id=450, type=batch_norm];
 "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0" [id=451, type=relu_];
 "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0" [id=452, type=symmetric_quantize];
 "453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=453, type=symmetric_quantize];
 "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" [id=454, type=conv2d];
-"455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" [id=455, type=batch_norm];
+"455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" [id=455, type=batch_norm];
 "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" [id=456, type=relu_];
 "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0" [id=457, type=symmetric_quantize];
 "458 Inception3/InceptionE[Mixed_7b]/cat_0" [id=458, type=cat];
 "459 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=459, type=symmetric_quantize];
 "460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=460, type=conv2d];
-"461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=461, type=batch_norm];
+"461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=461, type=batch_norm];
 "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=462, type=relu_];
 "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" [id=463, type=symmetric_quantize];
 "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=464, type=symmetric_quantize];
 "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=465, type=conv2d];
-"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=466, type=batch_norm];
+"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=466, type=batch_norm];
 "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=467, type=relu_];
 "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" [id=468, type=symmetric_quantize];
 "469 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=469, type=symmetric_quantize];
 "470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" [id=470, type=conv2d];
-"471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=471, type=batch_norm];
+"471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=471, type=batch_norm];
 "472 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=472, type=relu_];
 "473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0" [id=473, type=symmetric_quantize];
 "474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=474, type=symmetric_quantize];
 "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [id=475, type=conv2d];
-"476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=476, type=batch_norm];
+"476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=476, type=batch_norm];
 "477 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=477, type=relu_];
 "478 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0" [id=478, type=symmetric_quantize];
 "479 Inception3/InceptionE[Mixed_7b]/cat_1" [id=479, type=cat];
@@ -483,49 +483,49 @@ strict digraph  {
 "481 Inception3/InceptionE[Mixed_7b]/SymmetricQuantizer/symmetric_quantize_0" [id=481, type=symmetric_quantize];
 "482 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=482, type=symmetric_quantize];
 "483 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=483, type=conv2d];
-"484 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=484, type=batch_norm];
+"484 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=484, type=batch_norm];
 "485 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" [id=485, type=relu_];
 "486 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" [id=486, type=symmetric_quantize];
 "487 Inception3/InceptionE[Mixed_7b]/cat_2" [id=487, type=cat];
 "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=488, type=symmetric_quantize];
 "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" [id=489, type=conv2d];
-"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" [id=490, type=batch_norm];
+"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" [id=490, type=batch_norm];
 "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" [id=491, type=relu_];
 "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" [id=492, type=symmetric_quantize];
 "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=493, type=symmetric_quantize];
 "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" [id=494, type=conv2d];
-"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" [id=495, type=batch_norm];
+"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=495, type=batch_norm];
 "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" [id=496, type=relu_];
 "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" [id=497, type=symmetric_quantize];
 "498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=498, type=symmetric_quantize];
 "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" [id=499, type=conv2d];
-"500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" [id=500, type=batch_norm];
+"500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" [id=500, type=batch_norm];
 "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" [id=501, type=relu_];
 "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0" [id=502, type=symmetric_quantize];
 "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=503, type=symmetric_quantize];
 "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" [id=504, type=conv2d];
-"505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" [id=505, type=batch_norm];
+"505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" [id=505, type=batch_norm];
 "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" [id=506, type=relu_];
 "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0" [id=507, type=symmetric_quantize];
 "508 Inception3/InceptionE[Mixed_7c]/cat_0" [id=508, type=cat];
 "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=509, type=symmetric_quantize];
 "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" [id=510, type=conv2d];
-"511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" [id=511, type=batch_norm];
+"511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" [id=511, type=batch_norm];
 "512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" [id=512, type=relu_];
 "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" [id=513, type=symmetric_quantize];
 "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=514, type=symmetric_quantize];
 "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" [id=515, type=conv2d];
-"516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" [id=516, type=batch_norm];
+"516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" [id=516, type=batch_norm];
 "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" [id=517, type=relu_];
 "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" [id=518, type=symmetric_quantize];
 "519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=519, type=symmetric_quantize];
 "520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" [id=520, type=conv2d];
-"521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" [id=521, type=batch_norm];
+"521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" [id=521, type=batch_norm];
 "522 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" [id=522, type=relu_];
 "523 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0" [id=523, type=symmetric_quantize];
 "524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=524, type=symmetric_quantize];
 "525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" [id=525, type=conv2d];
-"526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" [id=526, type=batch_norm];
+"526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" [id=526, type=batch_norm];
 "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" [id=527, type=relu_];
 "528 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0" [id=528, type=symmetric_quantize];
 "529 Inception3/InceptionE[Mixed_7c]/cat_1" [id=529, type=cat];
@@ -533,7 +533,7 @@ strict digraph  {
 "531 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0" [id=531, type=symmetric_quantize];
 "532 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=532, type=symmetric_quantize];
 "533 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" [id=533, type=conv2d];
-"534 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" [id=534, type=batch_norm];
+"534 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" [id=534, type=batch_norm];
 "535 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" [id=535, type=relu_];
 "536 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" [id=536, type=symmetric_quantize];
 "537 Inception3/InceptionE[Mixed_7c]/cat_2" [id=537, type=cat];
@@ -569,29 +569,29 @@ strict digraph  {
 "19 Inception3/SymmetricQuantizer/symmetric_quantize_5" -> "20 Inception3/cat_0";
 "20 Inception3/cat_0" -> "22 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "21 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "22 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"22 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "23 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"23 Inception3/BasicConv2d[Conv2d_1a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "24 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
+"22 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "23 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"23 Inception3/BasicConv2d[Conv2d_1a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "24 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0";
 "24 Inception3/BasicConv2d[Conv2d_1a_3x3]/relu__0" -> "25 Inception3/BasicConv2d[Conv2d_1a_3x3]/SymmetricQuantizer/symmetric_quantize_0";
 "25 Inception3/BasicConv2d[Conv2d_1a_3x3]/SymmetricQuantizer/symmetric_quantize_0" -> "27 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "26 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "27 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"27 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "28 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"28 Inception3/BasicConv2d[Conv2d_2a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "29 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
+"27 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "28 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"28 Inception3/BasicConv2d[Conv2d_2a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "29 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0";
 "29 Inception3/BasicConv2d[Conv2d_2a_3x3]/relu__0" -> "30 Inception3/BasicConv2d[Conv2d_2a_3x3]/SymmetricQuantizer/symmetric_quantize_0";
 "30 Inception3/BasicConv2d[Conv2d_2a_3x3]/SymmetricQuantizer/symmetric_quantize_0" -> "32 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0";
 "31 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "32 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0";
-"32 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "33 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"33 Inception3/BasicConv2d[Conv2d_2b_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "34 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
+"32 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFConv2d[conv]/conv2d_0" -> "33 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"33 Inception3/BasicConv2d[Conv2d_2b_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "34 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0";
 "34 Inception3/BasicConv2d[Conv2d_2b_3x3]/relu__0" -> "35 Inception3/BasicConv2d[Conv2d_2b_3x3]/SymmetricQuantizer/symmetric_quantize_0";
 "35 Inception3/BasicConv2d[Conv2d_2b_3x3]/SymmetricQuantizer/symmetric_quantize_0" -> "36 Inception3/max_pool2d_0";
 "36 Inception3/max_pool2d_0" -> "38 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
 "37 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "38 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0";
-"38 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "39 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0";
-"39 Inception3/BasicConv2d[Conv2d_3b_1x1]/BatchNorm2d[bn]/batch_norm_0" -> "40 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
+"38 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFConv2d[conv]/conv2d_0" -> "39 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"39 Inception3/BasicConv2d[Conv2d_3b_1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "40 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0";
 "40 Inception3/BasicConv2d[Conv2d_3b_1x1]/relu__0" -> "41 Inception3/BasicConv2d[Conv2d_3b_1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "41 Inception3/BasicConv2d[Conv2d_3b_1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "43 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0";
 "42 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "43 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0";
-"43 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "44 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0";
-"44 Inception3/BasicConv2d[Conv2d_4a_3x3]/BatchNorm2d[bn]/batch_norm_0" -> "45 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
+"43 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFConv2d[conv]/conv2d_0" -> "44 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"44 Inception3/BasicConv2d[Conv2d_4a_3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "45 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0";
 "45 Inception3/BasicConv2d[Conv2d_4a_3x3]/relu__0" -> "46 Inception3/BasicConv2d[Conv2d_4a_3x3]/SymmetricQuantizer/symmetric_quantize_0";
 "46 Inception3/BasicConv2d[Conv2d_4a_3x3]/SymmetricQuantizer/symmetric_quantize_0" -> "47 Inception3/max_pool2d_1";
 "47 Inception3/max_pool2d_1" -> "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -599,81 +599,81 @@ strict digraph  {
 "47 Inception3/max_pool2d_1" -> "64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "47 Inception3/max_pool2d_1" -> "78 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0";
 "48 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
+"49 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"50 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0";
 "51 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/relu__0" -> "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "52 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "85 Inception3/InceptionA[Mixed_5b]/cat_0";
 "53 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
+"54 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"55 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0";
 "56 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/relu__0" -> "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0";
 "57 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0" -> "59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "58 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
+"59 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"60 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0";
 "61 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/relu__0" -> "62 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/SymmetricQuantizer/symmetric_quantize_0";
 "62 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch5x5_2]/SymmetricQuantizer/symmetric_quantize_0" -> "85 Inception3/InceptionA[Mixed_5b]/cat_0";
 "63 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"64 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"65 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "66 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "67 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "69 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "68 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "69 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"69 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "70 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"70 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "71 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"69 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "70 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"70 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "71 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "71 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "72 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "72 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "74 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "73 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "74 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"74 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "75 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"75 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "76 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"74 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "75 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"75 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "76 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "76 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "77 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "77 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch3x3dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "85 Inception3/InceptionA[Mixed_5b]/cat_0";
 "78 Inception3/InceptionA[Mixed_5b]/avg_pool2d_0" -> "79 Inception3/InceptionA[Mixed_5b]/SymmetricQuantizer/symmetric_quantize_0";
 "79 Inception3/InceptionA[Mixed_5b]/SymmetricQuantizer/symmetric_quantize_0" -> "81 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "80 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "81 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"81 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "82 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"82 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "83 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
+"81 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "82 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"82 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "83 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0";
 "83 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/relu__0" -> "84 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0";
 "84 Inception3/InceptionA[Mixed_5b]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" -> "85 Inception3/InceptionA[Mixed_5b]/cat_0";
 "85 Inception3/InceptionA[Mixed_5b]/cat_0" -> "87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
 "85 Inception3/InceptionA[Mixed_5b]/cat_0" -> "92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
 "86 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
+"87 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"88 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0";
 "89 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/relu__0" -> "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "91 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
+"92 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"93 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0";
 "94 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/relu__0" -> "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0";
 "95 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0" -> "97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "96 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
+"97 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"98 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0";
 "85 Inception3/InceptionA[Mixed_5b]/cat_0" -> "102 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "85 Inception3/InceptionA[Mixed_5b]/cat_0" -> "116 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0";
 "90 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "123 Inception3/InceptionA[Mixed_5c]/cat_0";
 "99 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/relu__0" -> "100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/SymmetricQuantizer/symmetric_quantize_0";
 "100 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch5x5_2]/SymmetricQuantizer/symmetric_quantize_0" -> "123 Inception3/InceptionA[Mixed_5c]/cat_0";
 "101 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "102 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"102 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "104 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"102 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"103 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "104 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "104 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "105 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "106 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "109 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"107 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"108 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "109 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "109 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "110 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "110 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "112 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "111 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"112 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "113 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"113 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "114 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"112 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "113 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"113 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "114 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "114 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "115 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "115 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch3x3dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "123 Inception3/InceptionA[Mixed_5c]/cat_0";
 "116 Inception3/InceptionA[Mixed_5c]/avg_pool2d_0" -> "117 Inception3/InceptionA[Mixed_5c]/SymmetricQuantizer/symmetric_quantize_0";
 "117 Inception3/InceptionA[Mixed_5c]/SymmetricQuantizer/symmetric_quantize_0" -> "119 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "118 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "119 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"119 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "120 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"120 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "121 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
+"119 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "120 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"120 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "121 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0";
 "121 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/relu__0" -> "122 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0";
 "122 Inception3/InceptionA[Mixed_5c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" -> "123 Inception3/InceptionA[Mixed_5c]/cat_0";
 "123 Inception3/InceptionA[Mixed_5c]/cat_0" -> "125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -681,63 +681,63 @@ strict digraph  {
 "123 Inception3/InceptionA[Mixed_5c]/cat_0" -> "140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "123 Inception3/InceptionA[Mixed_5c]/cat_0" -> "154 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0";
 "124 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
+"125 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"126 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0";
 "127 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/relu__0" -> "128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "128 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "161 Inception3/InceptionA[Mixed_5d]/cat_0";
 "129 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0";
-"130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0";
-"131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/BatchNorm2d[bn]/batch_norm_0" -> "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
+"130 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFConv2d[conv]/conv2d_0" -> "131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"131 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0";
 "132 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/relu__0" -> "133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0";
 "133 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_1]/SymmetricQuantizer/symmetric_quantize_0" -> "135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
 "134 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0";
-"135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0";
-"136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/BatchNorm2d[bn]/batch_norm_0" -> "137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
+"135 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFConv2d[conv]/conv2d_0" -> "136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"136 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0";
 "137 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/relu__0" -> "138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/SymmetricQuantizer/symmetric_quantize_0";
 "138 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch5x5_2]/SymmetricQuantizer/symmetric_quantize_0" -> "161 Inception3/InceptionA[Mixed_5d]/cat_0";
 "139 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "142 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"140 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"141 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "142 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "142 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "143 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "143 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "144 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"145 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"146 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "147 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "148 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "148 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "150 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "149 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "150 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"150 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "151 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"151 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "152 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"150 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "151 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"151 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "152 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "152 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "153 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "153 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch3x3dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "161 Inception3/InceptionA[Mixed_5d]/cat_0";
 "154 Inception3/InceptionA[Mixed_5d]/avg_pool2d_0" -> "155 Inception3/InceptionA[Mixed_5d]/SymmetricQuantizer/symmetric_quantize_0";
 "155 Inception3/InceptionA[Mixed_5d]/SymmetricQuantizer/symmetric_quantize_0" -> "157 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "156 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "157 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"157 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "158 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"158 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "159 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
+"157 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "158 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"158 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "159 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0";
 "159 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/relu__0" -> "160 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0";
 "160 Inception3/InceptionA[Mixed_5d]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" -> "161 Inception3/InceptionA[Mixed_5d]/cat_0";
 "161 Inception3/InceptionA[Mixed_5d]/cat_0" -> "163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
 "161 Inception3/InceptionA[Mixed_5d]/cat_0" -> "168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "161 Inception3/InceptionA[Mixed_5d]/cat_0" -> "182 Inception3/InceptionB[Mixed_6a]/max_pool2d_0";
 "162 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0";
-"163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0";
-"164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/BatchNorm2d[bn]/batch_norm_0" -> "165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
+"163 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFConv2d[conv]/conv2d_0" -> "164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0";
+"164 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/NNCFBatchNorm[bn]/batch_norm_0" -> "165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0";
 "165 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/relu__0" -> "166 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/SymmetricQuantizer/symmetric_quantize_0";
 "166 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3]/SymmetricQuantizer/symmetric_quantize_0" -> "183 Inception3/InceptionB[Mixed_6a]/cat_0";
 "167 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "170 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"168 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"169 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "170 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "170 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "171 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "171 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "173 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "172 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "173 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"173 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "174 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"174 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "175 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"173 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "174 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"174 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "175 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "175 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "176 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "176 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "178 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "177 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "178 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"178 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "179 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"179 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "180 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
+"178 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "179 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"179 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "180 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0";
 "180 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/relu__0" -> "181 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "181 Inception3/InceptionB[Mixed_6a]/BasicConv2d[branch3x3dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "183 Inception3/InceptionB[Mixed_6a]/cat_0";
 "182 Inception3/InceptionB[Mixed_6a]/max_pool2d_0" -> "183 Inception3/InceptionB[Mixed_6a]/cat_0";
@@ -746,55 +746,55 @@ strict digraph  {
 "183 Inception3/InceptionB[Mixed_6a]/cat_0" -> "205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "183 Inception3/InceptionB[Mixed_6a]/cat_0" -> "229 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0";
 "184 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
+"185 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"186 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0";
 "187 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/relu__0" -> "188 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "188 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "236 Inception3/InceptionC[Mixed_6b]/cat_0";
 "189 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
+"190 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"191 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0";
 "192 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/relu__0" -> "193 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0";
 "193 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0" -> "195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "194 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
+"195 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"196 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0";
 "197 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/relu__0" -> "198 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "198 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "199 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
+"200 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"201 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0";
 "202 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/relu__0" -> "203 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/SymmetricQuantizer/symmetric_quantize_0";
 "203 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7_3]/SymmetricQuantizer/symmetric_quantize_0" -> "236 Inception3/InceptionC[Mixed_6b]/cat_0";
 "204 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"205 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"206 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "207 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "208 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "208 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "209 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"210 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"211 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "212 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "213 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "214 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "217 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"215 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"216 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "217 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "217 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "218 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "218 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "220 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "219 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "220 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"220 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "222 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"220 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"221 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "222 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "222 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "223 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "223 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "225 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "224 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "225 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"225 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "226 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"226 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "227 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"225 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "226 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"226 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "227 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "227 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "228 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/SymmetricQuantizer/symmetric_quantize_0";
 "228 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch7x7dbl_5]/SymmetricQuantizer/symmetric_quantize_0" -> "236 Inception3/InceptionC[Mixed_6b]/cat_0";
 "229 Inception3/InceptionC[Mixed_6b]/avg_pool2d_0" -> "230 Inception3/InceptionC[Mixed_6b]/SymmetricQuantizer/symmetric_quantize_0";
 "230 Inception3/InceptionC[Mixed_6b]/SymmetricQuantizer/symmetric_quantize_0" -> "232 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "231 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "232 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"232 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "233 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"233 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "234 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
+"232 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "233 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"233 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "234 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0";
 "234 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/relu__0" -> "235 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0";
 "235 Inception3/InceptionC[Mixed_6b]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" -> "236 Inception3/InceptionC[Mixed_6b]/cat_0";
 "236 Inception3/InceptionC[Mixed_6b]/cat_0" -> "238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -802,55 +802,55 @@ strict digraph  {
 "236 Inception3/InceptionC[Mixed_6b]/cat_0" -> "258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "236 Inception3/InceptionC[Mixed_6b]/cat_0" -> "282 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0";
 "237 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
+"238 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"239 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0";
 "240 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/relu__0" -> "241 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "241 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "289 Inception3/InceptionC[Mixed_6c]/cat_0";
 "242 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
+"243 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"244 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0";
 "245 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/relu__0" -> "246 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0";
 "246 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0" -> "248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "247 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
+"248 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"249 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0";
 "250 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/relu__0" -> "251 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "251 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "252 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
+"253 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"254 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0";
 "255 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/relu__0" -> "256 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/SymmetricQuantizer/symmetric_quantize_0";
 "256 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7_3]/SymmetricQuantizer/symmetric_quantize_0" -> "289 Inception3/InceptionC[Mixed_6c]/cat_0";
 "257 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"258 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"259 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "260 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "261 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "261 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "262 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"263 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"264 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "265 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "266 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "267 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "270 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"268 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"269 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "270 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "270 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "271 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "271 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "273 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "272 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "273 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"273 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "275 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"273 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"274 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "275 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "275 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "276 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "276 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "278 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "277 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "278 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"278 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "279 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"279 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "280 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"278 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "279 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"279 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "280 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "280 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "281 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/SymmetricQuantizer/symmetric_quantize_0";
 "281 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch7x7dbl_5]/SymmetricQuantizer/symmetric_quantize_0" -> "289 Inception3/InceptionC[Mixed_6c]/cat_0";
 "282 Inception3/InceptionC[Mixed_6c]/avg_pool2d_0" -> "283 Inception3/InceptionC[Mixed_6c]/SymmetricQuantizer/symmetric_quantize_0";
 "283 Inception3/InceptionC[Mixed_6c]/SymmetricQuantizer/symmetric_quantize_0" -> "285 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "284 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "285 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"285 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "286 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"286 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "287 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
+"285 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "286 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"286 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "287 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0";
 "287 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/relu__0" -> "288 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0";
 "288 Inception3/InceptionC[Mixed_6c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" -> "289 Inception3/InceptionC[Mixed_6c]/cat_0";
 "289 Inception3/InceptionC[Mixed_6c]/cat_0" -> "291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -858,55 +858,55 @@ strict digraph  {
 "289 Inception3/InceptionC[Mixed_6c]/cat_0" -> "311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "289 Inception3/InceptionC[Mixed_6c]/cat_0" -> "335 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0";
 "290 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
+"291 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"292 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0";
 "293 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/relu__0" -> "294 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "294 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "342 Inception3/InceptionC[Mixed_6d]/cat_0";
 "295 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
+"296 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"297 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0";
 "298 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/relu__0" -> "299 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0";
 "299 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0" -> "301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "300 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
+"301 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"302 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0";
 "303 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/relu__0" -> "304 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "304 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "305 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
+"306 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"307 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0";
 "308 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/relu__0" -> "309 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/SymmetricQuantizer/symmetric_quantize_0";
 "309 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7_3]/SymmetricQuantizer/symmetric_quantize_0" -> "342 Inception3/InceptionC[Mixed_6d]/cat_0";
 "310 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"311 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"312 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "313 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "314 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "314 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "315 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"316 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"317 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "318 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "319 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "320 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "323 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"321 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"322 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "323 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "323 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "324 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "324 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "326 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "325 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "326 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"326 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "328 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"326 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"327 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "328 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "328 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "329 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "329 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "331 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "330 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "331 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"331 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "332 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"332 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "333 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"331 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "332 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"332 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "333 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "333 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "334 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/SymmetricQuantizer/symmetric_quantize_0";
 "334 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch7x7dbl_5]/SymmetricQuantizer/symmetric_quantize_0" -> "342 Inception3/InceptionC[Mixed_6d]/cat_0";
 "335 Inception3/InceptionC[Mixed_6d]/avg_pool2d_0" -> "336 Inception3/InceptionC[Mixed_6d]/SymmetricQuantizer/symmetric_quantize_0";
 "336 Inception3/InceptionC[Mixed_6d]/SymmetricQuantizer/symmetric_quantize_0" -> "338 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "337 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "338 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"338 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "339 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"339 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "340 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
+"338 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "339 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"339 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "340 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0";
 "340 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/relu__0" -> "341 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0";
 "341 Inception3/InceptionC[Mixed_6d]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" -> "342 Inception3/InceptionC[Mixed_6d]/cat_0";
 "342 Inception3/InceptionC[Mixed_6d]/cat_0" -> "344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -914,55 +914,55 @@ strict digraph  {
 "342 Inception3/InceptionC[Mixed_6d]/cat_0" -> "364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "342 Inception3/InceptionC[Mixed_6d]/cat_0" -> "388 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0";
 "343 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
+"344 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"345 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0";
 "346 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/relu__0" -> "347 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "347 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "395 Inception3/InceptionC[Mixed_6e]/cat_0";
 "348 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0";
-"349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0";
-"350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/BatchNorm2d[bn]/batch_norm_0" -> "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
+"349 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFConv2d[conv]/conv2d_0" -> "350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"350 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0";
 "351 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/relu__0" -> "352 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0";
 "352 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_1]/SymmetricQuantizer/symmetric_quantize_0" -> "354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
 "353 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0";
-"354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0";
-"355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/BatchNorm2d[bn]/batch_norm_0" -> "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
+"354 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFConv2d[conv]/conv2d_0" -> "355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"355 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0";
 "356 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/relu__0" -> "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0";
 "357 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_2]/SymmetricQuantizer/symmetric_quantize_0" -> "359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
 "358 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0";
-"359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0";
-"360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/BatchNorm2d[bn]/batch_norm_0" -> "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
+"359 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFConv2d[conv]/conv2d_0" -> "360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"360 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0";
 "361 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/relu__0" -> "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/SymmetricQuantizer/symmetric_quantize_0";
 "362 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7_3]/SymmetricQuantizer/symmetric_quantize_0" -> "395 Inception3/InceptionC[Mixed_6e]/cat_0";
 "363 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
+"364 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"365 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0";
 "366 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/relu__0" -> "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "367 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "368 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
+"369 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"370 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0";
 "371 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/relu__0" -> "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "372 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
 "373 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0";
-"374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0";
-"375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/BatchNorm2d[bn]/batch_norm_0" -> "376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
+"374 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFConv2d[conv]/conv2d_0" -> "375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"375 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0";
 "376 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/relu__0" -> "377 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0";
 "377 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_3]/SymmetricQuantizer/symmetric_quantize_0" -> "379 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
 "378 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "379 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0";
-"379 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0";
-"380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/BatchNorm2d[bn]/batch_norm_0" -> "381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
+"379 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFConv2d[conv]/conv2d_0" -> "380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"380 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0";
 "381 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/relu__0" -> "382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0";
 "382 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_4]/SymmetricQuantizer/symmetric_quantize_0" -> "384 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
 "383 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "384 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0";
-"384 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "385 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0";
-"385 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/BatchNorm2d[bn]/batch_norm_0" -> "386 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
+"384 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFConv2d[conv]/conv2d_0" -> "385 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0";
+"385 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/NNCFBatchNorm[bn]/batch_norm_0" -> "386 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0";
 "386 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/relu__0" -> "387 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/SymmetricQuantizer/symmetric_quantize_0";
 "387 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch7x7dbl_5]/SymmetricQuantizer/symmetric_quantize_0" -> "395 Inception3/InceptionC[Mixed_6e]/cat_0";
 "388 Inception3/InceptionC[Mixed_6e]/avg_pool2d_0" -> "389 Inception3/InceptionC[Mixed_6e]/SymmetricQuantizer/symmetric_quantize_0";
 "389 Inception3/InceptionC[Mixed_6e]/SymmetricQuantizer/symmetric_quantize_0" -> "391 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "390 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "391 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"391 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "392 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"392 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "393 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
+"391 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "392 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"392 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "393 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0";
 "393 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/relu__0" -> "394 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0";
 "394 Inception3/InceptionC[Mixed_6e]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" -> "395 Inception3/InceptionC[Mixed_6e]/cat_0";
 "395 Inception3/InceptionC[Mixed_6e]/cat_0" -> "396 Inception3/InceptionAux[AuxLogits]/avg_pool2d_0";
@@ -980,33 +980,33 @@ strict digraph  {
 "404 Inception3/InceptionAux[AuxLogits]/view_0" -> "405 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0";
 "405 Inception3/InceptionAux[AuxLogits]/Linear[fc]/linear_0" -> "545 /nncf_model_output_1";
 "406 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
+"407 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"408 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0";
 "409 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/relu__0" -> "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "410 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0";
 "411 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0";
-"412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
+"412 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFConv2d[conv]/conv2d_0" -> "413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"413 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0";
 "414 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/relu__0" -> "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/SymmetricQuantizer/symmetric_quantize_0";
 "415 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch3x3_2]/SymmetricQuantizer/symmetric_quantize_0" -> "437 Inception3/InceptionD[Mixed_7a]/cat_0";
 "416 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0";
-"417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
+"417 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFConv2d[conv]/conv2d_0" -> "418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"418 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0";
 "419 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/relu__0" -> "420 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "420 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0";
 "421 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0";
-"422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0";
-"423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/BatchNorm2d[bn]/batch_norm_0" -> "424 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
+"422 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFConv2d[conv]/conv2d_0" -> "423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"423 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "424 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0";
 "424 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/relu__0" -> "425 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/SymmetricQuantizer/symmetric_quantize_0";
 "425 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_2]/SymmetricQuantizer/symmetric_quantize_0" -> "427 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0";
 "426 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "427 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0";
-"427 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "428 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0";
-"428 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/BatchNorm2d[bn]/batch_norm_0" -> "429 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
+"427 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFConv2d[conv]/conv2d_0" -> "428 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0";
+"428 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/NNCFBatchNorm[bn]/batch_norm_0" -> "429 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0";
 "429 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/relu__0" -> "430 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/SymmetricQuantizer/symmetric_quantize_0";
 "430 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_3]/SymmetricQuantizer/symmetric_quantize_0" -> "432 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0";
 "431 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "432 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0";
-"432 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "433 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0";
-"433 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/BatchNorm2d[bn]/batch_norm_0" -> "434 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
+"432 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFConv2d[conv]/conv2d_0" -> "433 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0";
+"433 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/NNCFBatchNorm[bn]/batch_norm_0" -> "434 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0";
 "434 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/relu__0" -> "435 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/SymmetricQuantizer/symmetric_quantize_0";
 "435 Inception3/InceptionD[Mixed_7a]/BasicConv2d[branch7x7x3_4]/SymmetricQuantizer/symmetric_quantize_0" -> "437 Inception3/InceptionD[Mixed_7a]/cat_0";
 "436 Inception3/InceptionD[Mixed_7a]/max_pool2d_0" -> "437 Inception3/InceptionD[Mixed_7a]/cat_0";
@@ -1015,54 +1015,54 @@ strict digraph  {
 "437 Inception3/InceptionD[Mixed_7a]/cat_0" -> "460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "437 Inception3/InceptionD[Mixed_7a]/cat_0" -> "480 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0";
 "438 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
+"439 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"440 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0";
 "441 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/relu__0" -> "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "442 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "487 Inception3/InceptionE[Mixed_7b]/cat_2";
 "443 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
+"444 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"445 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0";
 "446 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/relu__0" -> "447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
 "447 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
 "448 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
-"449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
+"449 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"450 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0";
 "451 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/relu__0" -> "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0";
 "452 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0" -> "458 Inception3/InceptionE[Mixed_7b]/cat_0";
 "453 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
-"454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
+"454 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"455 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0";
 "456 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/relu__0" -> "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0";
 "457 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0" -> "458 Inception3/InceptionE[Mixed_7b]/cat_0";
 "458 Inception3/InceptionE[Mixed_7b]/cat_0" -> "487 Inception3/InceptionE[Mixed_7b]/cat_2";
 "459 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"460 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"461 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "462 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "463 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "464 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"465 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"466 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "467 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
 "468 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
 "469 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
-"470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "472 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"470 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"471 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "472 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "472 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0";
 "473 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0" -> "479 Inception3/InceptionE[Mixed_7b]/cat_1";
 "474 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
-"475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "477 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"475 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"476 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "477 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "477 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "478 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0";
 "478 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0" -> "479 Inception3/InceptionE[Mixed_7b]/cat_1";
 "479 Inception3/InceptionE[Mixed_7b]/cat_1" -> "487 Inception3/InceptionE[Mixed_7b]/cat_2";
 "480 Inception3/InceptionE[Mixed_7b]/avg_pool2d_0" -> "481 Inception3/InceptionE[Mixed_7b]/SymmetricQuantizer/symmetric_quantize_0";
 "481 Inception3/InceptionE[Mixed_7b]/SymmetricQuantizer/symmetric_quantize_0" -> "483 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "482 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "483 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"483 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "484 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"484 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "485 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
+"483 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "484 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"484 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "485 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0";
 "485 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/relu__0" -> "486 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0";
 "486 Inception3/InceptionE[Mixed_7b]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" -> "487 Inception3/InceptionE[Mixed_7b]/cat_2";
 "487 Inception3/InceptionE[Mixed_7b]/cat_2" -> "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
@@ -1070,54 +1070,54 @@ strict digraph  {
 "487 Inception3/InceptionE[Mixed_7b]/cat_2" -> "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
 "487 Inception3/InceptionE[Mixed_7b]/cat_2" -> "530 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0";
 "488 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0";
-"489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0";
-"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/BatchNorm2d[bn]/batch_norm_0" -> "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
+"489 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFConv2d[conv]/conv2d_0" -> "490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0";
+"490 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/NNCFBatchNorm[bn]/batch_norm_0" -> "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0";
 "491 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/relu__0" -> "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0";
 "492 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch1x1]/SymmetricQuantizer/symmetric_quantize_0" -> "537 Inception3/InceptionE[Mixed_7c]/cat_2";
 "493 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0";
-"494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0";
-"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/BatchNorm2d[bn]/batch_norm_0" -> "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
+"494 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFConv2d[conv]/conv2d_0" -> "495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"495 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0";
 "496 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/relu__0" -> "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0";
 "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
 "497 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_1]/SymmetricQuantizer/symmetric_quantize_0" -> "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
 "498 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0";
-"499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0";
-"500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/BatchNorm2d[bn]/batch_norm_0" -> "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
+"499 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFConv2d[conv]/conv2d_0" -> "500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0";
+"500 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/NNCFBatchNorm[bn]/batch_norm_0" -> "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0";
 "501 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/relu__0" -> "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0";
 "502 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2a]/SymmetricQuantizer/symmetric_quantize_0" -> "508 Inception3/InceptionE[Mixed_7c]/cat_0";
 "503 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0";
-"504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0";
-"505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/BatchNorm2d[bn]/batch_norm_0" -> "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
+"504 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFConv2d[conv]/conv2d_0" -> "505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0";
+"505 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/NNCFBatchNorm[bn]/batch_norm_0" -> "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0";
 "506 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/relu__0" -> "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0";
 "507 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3_2b]/SymmetricQuantizer/symmetric_quantize_0" -> "508 Inception3/InceptionE[Mixed_7c]/cat_0";
 "508 Inception3/InceptionE[Mixed_7c]/cat_0" -> "537 Inception3/InceptionE[Mixed_7c]/cat_2";
 "509 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0";
-"510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0";
-"511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/BatchNorm2d[bn]/batch_norm_0" -> "512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
+"510 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFConv2d[conv]/conv2d_0" -> "511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0";
+"511 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/NNCFBatchNorm[bn]/batch_norm_0" -> "512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0";
 "512 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/relu__0" -> "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0";
 "513 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_1]/SymmetricQuantizer/symmetric_quantize_0" -> "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
 "514 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0";
-"515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0";
-"516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/BatchNorm2d[bn]/batch_norm_0" -> "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
+"515 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFConv2d[conv]/conv2d_0" -> "516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0";
+"516 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/NNCFBatchNorm[bn]/batch_norm_0" -> "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0";
 "517 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/relu__0" -> "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0";
 "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
 "518 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_2]/SymmetricQuantizer/symmetric_quantize_0" -> "525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
 "519 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0";
-"520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0";
-"521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/BatchNorm2d[bn]/batch_norm_0" -> "522 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
+"520 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFConv2d[conv]/conv2d_0" -> "521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0";
+"521 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/NNCFBatchNorm[bn]/batch_norm_0" -> "522 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0";
 "522 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/relu__0" -> "523 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0";
 "523 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3a]/SymmetricQuantizer/symmetric_quantize_0" -> "529 Inception3/InceptionE[Mixed_7c]/cat_1";
 "524 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0";
-"525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0";
-"526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/BatchNorm2d[bn]/batch_norm_0" -> "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
+"525 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFConv2d[conv]/conv2d_0" -> "526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0";
+"526 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/NNCFBatchNorm[bn]/batch_norm_0" -> "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0";
 "527 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/relu__0" -> "528 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0";
 "528 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch3x3dbl_3b]/SymmetricQuantizer/symmetric_quantize_0" -> "529 Inception3/InceptionE[Mixed_7c]/cat_1";
 "529 Inception3/InceptionE[Mixed_7c]/cat_1" -> "537 Inception3/InceptionE[Mixed_7c]/cat_2";
 "530 Inception3/InceptionE[Mixed_7c]/avg_pool2d_0" -> "531 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0";
 "531 Inception3/InceptionE[Mixed_7c]/SymmetricQuantizer/symmetric_quantize_0" -> "533 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
 "532 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "533 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0";
-"533 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "534 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0";
-"534 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/BatchNorm2d[bn]/batch_norm_0" -> "535 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
+"533 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFConv2d[conv]/conv2d_0" -> "534 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0";
+"534 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/NNCFBatchNorm[bn]/batch_norm_0" -> "535 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0";
 "535 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/relu__0" -> "536 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0";
 "536 Inception3/InceptionE[Mixed_7c]/BasicConv2d[branch_pool]/SymmetricQuantizer/symmetric_quantize_0" -> "537 Inception3/InceptionE[Mixed_7c]/cat_2";
 "537 Inception3/InceptionE[Mixed_7c]/cat_2" -> "538 Inception3/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/mobilenet_v2.dot b/tests/torch/data/reference_graphs/quantized/symmetric/mobilenet_v2.dot
index 49acc378f31..4e061f6d0cb 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/mobilenet_v2.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/mobilenet_v2.dot
@@ -3,270 +3,270 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=3, type=conv2d];
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=4, type=batch_norm];
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=4, type=batch_norm];
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=5, type=hardtanh];
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=6, type=symmetric_quantize];
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=7, type=symmetric_quantize];
 "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=8, type=conv2d];
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=9, type=batch_norm];
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=9, type=batch_norm];
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=10, type=hardtanh];
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=11, type=symmetric_quantize];
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=12, type=symmetric_quantize];
 "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" [id=13, type=conv2d];
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" [id=14, type=batch_norm];
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0" [id=15, type=symmetric_quantize];
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" [id=14, type=batch_norm];
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0" [id=15, type=symmetric_quantize];
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=16, type=symmetric_quantize];
 "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=17, type=conv2d];
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=18, type=batch_norm];
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=18, type=batch_norm];
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=19, type=hardtanh];
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=20, type=symmetric_quantize];
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=21, type=symmetric_quantize];
 "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=22, type=conv2d];
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=23, type=batch_norm];
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=23, type=batch_norm];
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=24, type=hardtanh];
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=25, type=symmetric_quantize];
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=26, type=symmetric_quantize];
 "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=27, type=conv2d];
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=28, type=batch_norm];
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [id=29, type=symmetric_quantize];
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=28, type=batch_norm];
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [id=29, type=symmetric_quantize];
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=30, type=symmetric_quantize];
 "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=31, type=conv2d];
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=32, type=batch_norm];
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=32, type=batch_norm];
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=33, type=hardtanh];
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=34, type=symmetric_quantize];
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=35, type=symmetric_quantize];
 "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=36, type=conv2d];
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=37, type=batch_norm];
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=37, type=batch_norm];
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=38, type=hardtanh];
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=39, type=symmetric_quantize];
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=40, type=symmetric_quantize];
 "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=41, type=conv2d];
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=42, type=batch_norm];
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [id=43, type=symmetric_quantize];
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=42, type=batch_norm];
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [id=43, type=symmetric_quantize];
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" [id=44, type=__add__];
 "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/SymmetricQuantizer/symmetric_quantize_0" [id=45, type=symmetric_quantize];
 "46 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=46, type=symmetric_quantize];
 "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=47, type=conv2d];
-"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=48, type=batch_norm];
+"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=48, type=batch_norm];
 "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=49, type=hardtanh];
 "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=50, type=symmetric_quantize];
 "51 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=51, type=symmetric_quantize];
 "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=52, type=conv2d];
-"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=53, type=batch_norm];
+"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=53, type=batch_norm];
 "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=54, type=hardtanh];
 "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=55, type=symmetric_quantize];
 "56 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=56, type=symmetric_quantize];
 "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=57, type=conv2d];
-"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=58, type=batch_norm];
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [id=59, type=symmetric_quantize];
+"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=58, type=batch_norm];
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [id=59, type=symmetric_quantize];
 "60 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=60, type=symmetric_quantize];
 "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=61, type=conv2d];
-"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=62, type=batch_norm];
+"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=62, type=batch_norm];
 "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=63, type=hardtanh];
 "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=64, type=symmetric_quantize];
 "65 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=65, type=symmetric_quantize];
 "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=66, type=conv2d];
-"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=67, type=batch_norm];
+"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=67, type=batch_norm];
 "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=68, type=hardtanh];
 "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=69, type=symmetric_quantize];
 "70 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=70, type=symmetric_quantize];
 "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=71, type=conv2d];
-"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=72, type=batch_norm];
-"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [id=73, type=symmetric_quantize];
+"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=72, type=batch_norm];
+"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [id=73, type=symmetric_quantize];
 "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0" [id=74, type=__add__];
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" [id=75, type=symmetric_quantize];
 "76 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=76, type=symmetric_quantize];
 "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=77, type=conv2d];
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 "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=185, type=conv2d];
-"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=186, type=batch_norm];
+"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=186, type=batch_norm];
 "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=187, type=hardtanh];
 "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=188, type=symmetric_quantize];
 "189 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=189, type=symmetric_quantize];
 "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=190, type=conv2d];
-"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=191, type=batch_norm];
+"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=191, type=batch_norm];
 "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=192, type=hardtanh];
 "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=193, type=symmetric_quantize];
 "194 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=194, type=symmetric_quantize];
 "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=195, type=conv2d];
-"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=196, type=batch_norm];
-"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [id=197, type=symmetric_quantize];
+"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=196, type=batch_norm];
+"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [id=197, type=symmetric_quantize];
 "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0" [id=198, type=__add__];
 "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0" [id=199, type=symmetric_quantize];
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 "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=201, type=conv2d];
-"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=202, type=batch_norm];
+"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=202, type=batch_norm];
 "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=203, type=hardtanh];
 "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=204, type=symmetric_quantize];
 "205 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=205, type=symmetric_quantize];
 "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=206, type=conv2d];
-"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=207, type=batch_norm];
+"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=207, type=batch_norm];
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 "210 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=210, type=symmetric_quantize];
 "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=211, type=conv2d];
-"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=212, type=batch_norm];
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [id=213, type=symmetric_quantize];
+"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=212, type=batch_norm];
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [id=213, type=symmetric_quantize];
 "214 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=214, type=symmetric_quantize];
 "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=215, type=conv2d];
-"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=216, type=batch_norm];
+"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=216, type=batch_norm];
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 "219 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=219, type=symmetric_quantize];
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+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [id=227, type=symmetric_quantize];
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" [id=228, type=__add__];
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 "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=231, type=conv2d];
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=232, type=batch_norm];
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=232, type=batch_norm];
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=233, type=hardtanh];
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=234, type=symmetric_quantize];
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=235, type=symmetric_quantize];
 "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=236, type=conv2d];
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=237, type=batch_norm];
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=237, type=batch_norm];
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=238, type=hardtanh];
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=239, type=symmetric_quantize];
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=240, type=symmetric_quantize];
 "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=241, type=conv2d];
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=242, type=batch_norm];
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [id=243, type=symmetric_quantize];
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=242, type=batch_norm];
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [id=243, type=symmetric_quantize];
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" [id=244, type=__add__];
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 "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=247, type=conv2d];
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=248, type=batch_norm];
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=248, type=batch_norm];
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" [id=249, type=hardtanh];
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=250, type=symmetric_quantize];
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=251, type=symmetric_quantize];
 "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=252, type=conv2d];
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=253, type=batch_norm];
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=253, type=batch_norm];
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" [id=254, type=hardtanh];
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=255, type=symmetric_quantize];
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=256, type=symmetric_quantize];
 "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" [id=257, type=conv2d];
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" [id=258, type=batch_norm];
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" [id=259, type=symmetric_quantize];
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" [id=258, type=batch_norm];
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" [id=259, type=symmetric_quantize];
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=260, type=symmetric_quantize];
 "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" [id=261, type=conv2d];
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" [id=262, type=batch_norm];
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" [id=262, type=batch_norm];
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" [id=263, type=hardtanh];
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" [id=264, type=symmetric_quantize];
 "265 MobileNetV2/adaptive_avg_pool2d_0" [id=265, type=adaptive_avg_pool2d];
 "266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" [id=266, type=symmetric_quantize];
-"267 MobileNetV2/flatten_0" [id=267, type=flatten];
+"267 MobileNetV2/reshape_0" [id=267, type=reshape];
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" [id=268, type=dropout];
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=269, type=symmetric_quantize];
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" [id=270, type=linear];
@@ -274,281 +274,281 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "2 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"3 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"4 MobileNetV2/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "5 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "6 MobileNetV2/Sequential[features]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "7 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"8 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"9 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "10 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "11 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
 "12 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0";
-"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0";
-"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0";
-"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/BatchNorm2d[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"13 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFConv2d[1]/conv2d_0" -> "14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0";
+"14 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/batch_norm_0" -> "15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0";
+"15 MobileNetV2/Sequential[features]/InvertedResidual[1]/Sequential[conv]/NNCFBatchNorm[2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "16 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"17 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"18 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "19 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "20 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "21 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"22 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"23 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "24 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "25 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "26 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"27 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"28 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"29 MobileNetV2/Sequential[features]/InvertedResidual[2]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "30 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"31 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"32 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "33 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "34 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "35 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"36 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"37 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "38 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "39 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "40 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
+"41 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"42 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"43 MobileNetV2/Sequential[features]/InvertedResidual[3]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0";
 "44 MobileNetV2/Sequential[features]/InvertedResidual[3]/__add___0" -> "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/SymmetricQuantizer/symmetric_quantize_0";
 "45 MobileNetV2/Sequential[features]/InvertedResidual[3]/SymmetricQuantizer/symmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "46 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"47 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"48 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "49 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "50 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "51 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"52 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"53 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "54 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "55 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "56 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"57 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"58 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"59 MobileNetV2/Sequential[features]/InvertedResidual[4]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "60 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"61 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"62 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "63 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "64 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "65 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"66 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"67 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "68 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "69 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "70 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
+"71 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"72 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"73 MobileNetV2/Sequential[features]/InvertedResidual[5]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0";
 "74 MobileNetV2/Sequential[features]/InvertedResidual[5]/__add___0" -> "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "75 MobileNetV2/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "76 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"77 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"78 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "79 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "80 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "81 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"82 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"83 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "84 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "85 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "86 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
+"87 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"88 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"89 MobileNetV2/Sequential[features]/InvertedResidual[6]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0";
 "90 MobileNetV2/Sequential[features]/InvertedResidual[6]/__add___0" -> "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/SymmetricQuantizer/symmetric_quantize_0";
 "91 MobileNetV2/Sequential[features]/InvertedResidual[6]/SymmetricQuantizer/symmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "92 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"93 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"94 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "95 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "96 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "97 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"98 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"99 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "100 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "101 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "102 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"103 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"104 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"105 MobileNetV2/Sequential[features]/InvertedResidual[7]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "106 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"107 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"108 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "109 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "110 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "111 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"112 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"113 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "114 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "115 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "116 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
+"117 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"118 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"119 MobileNetV2/Sequential[features]/InvertedResidual[8]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0";
 "120 MobileNetV2/Sequential[features]/InvertedResidual[8]/__add___0" -> "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "121 MobileNetV2/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "122 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"123 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"124 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "125 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "126 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "127 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"128 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"129 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "130 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "131 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "132 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
+"133 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"134 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"135 MobileNetV2/Sequential[features]/InvertedResidual[9]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0";
 "136 MobileNetV2/Sequential[features]/InvertedResidual[9]/__add___0" -> "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "137 MobileNetV2/Sequential[features]/InvertedResidual[9]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "138 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"139 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"140 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "141 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "142 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "143 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"144 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"145 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "146 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "147 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "148 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
+"149 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"150 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"151 MobileNetV2/Sequential[features]/InvertedResidual[10]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0";
 "152 MobileNetV2/Sequential[features]/InvertedResidual[10]/__add___0" -> "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0";
 "153 MobileNetV2/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "154 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"155 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"156 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "157 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "158 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "159 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"160 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"161 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "162 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "163 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "164 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"165 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"166 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"167 MobileNetV2/Sequential[features]/InvertedResidual[11]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "168 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"169 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"170 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "171 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "172 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "173 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"174 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"175 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "176 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "177 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "178 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
+"179 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"180 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"181 MobileNetV2/Sequential[features]/InvertedResidual[12]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0";
 "182 MobileNetV2/Sequential[features]/InvertedResidual[12]/__add___0" -> "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/SymmetricQuantizer/symmetric_quantize_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/SymmetricQuantizer/symmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "183 MobileNetV2/Sequential[features]/InvertedResidual[12]/SymmetricQuantizer/symmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "184 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"185 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"186 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "187 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "188 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "189 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"190 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"191 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "192 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "193 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "194 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
+"195 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"196 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"197 MobileNetV2/Sequential[features]/InvertedResidual[13]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0";
 "198 MobileNetV2/Sequential[features]/InvertedResidual[13]/__add___0" -> "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0";
 "199 MobileNetV2/Sequential[features]/InvertedResidual[13]/SymmetricQuantizer/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "200 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"201 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"202 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "203 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "204 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "205 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"206 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"207 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "208 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "209 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "210 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"211 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"212 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"213 MobileNetV2/Sequential[features]/InvertedResidual[14]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "214 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"215 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"216 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "217 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "218 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "219 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"220 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"221 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "222 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "223 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "224 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
+"225 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"226 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"227 MobileNetV2/Sequential[features]/InvertedResidual[15]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0";
 "228 MobileNetV2/Sequential[features]/InvertedResidual[15]/__add___0" -> "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "229 MobileNetV2/Sequential[features]/InvertedResidual[15]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "230 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"231 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"232 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "233 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "234 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "235 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"236 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"237 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "238 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "239 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "240 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
+"241 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"242 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"243 MobileNetV2/Sequential[features]/InvertedResidual[16]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0";
 "244 MobileNetV2/Sequential[features]/InvertedResidual[16]/__add___0" -> "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0";
 "245 MobileNetV2/Sequential[features]/InvertedResidual[16]/SymmetricQuantizer/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "246 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
+"247 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"248 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0";
 "249 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/hardtanh_0" -> "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "250 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[0]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "251 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
+"252 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"253 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0";
 "254 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/hardtanh_0" -> "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "255 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/ConvBNActivation[1]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
 "256 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0";
-"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0";
-"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0";
-"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/BatchNorm2d[3]/SymmetricQuantizer/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
+"257 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFConv2d[2]/conv2d_0" -> "258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0";
+"258 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/batch_norm_0" -> "259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0";
+"259 MobileNetV2/Sequential[features]/InvertedResidual[17]/Sequential[conv]/NNCFBatchNorm[3]/SymmetricQuantizer/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
 "260 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0";
-"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0";
-"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/BatchNorm2d[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
+"261 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFConv2d[0]/conv2d_0" -> "262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0";
+"262 MobileNetV2/Sequential[features]/ConvBNActivation[18]/NNCFBatchNorm[1]/batch_norm_0" -> "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0";
 "263 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/hardtanh_0" -> "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0";
 "264 MobileNetV2/Sequential[features]/ConvBNActivation[18]/ReLU6[2]/SymmetricQuantizer/symmetric_quantize_0" -> "265 MobileNetV2/adaptive_avg_pool2d_0";
 "265 MobileNetV2/adaptive_avg_pool2d_0" -> "266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0";
-"266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "267 MobileNetV2/flatten_0";
-"267 MobileNetV2/flatten_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
+"266 MobileNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "267 MobileNetV2/reshape_0";
+"267 MobileNetV2/reshape_0" -> "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0";
 "268 MobileNetV2/Sequential[classifier]/Dropout[0]/dropout_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "269 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0";
 "270 MobileNetV2/Sequential[classifier]/NNCFLinear[1]/linear_0" -> "271 /nncf_model_output_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/mobilenet_v3_small.dot b/tests/torch/data/reference_graphs/quantized/symmetric/mobilenet_v3_small.dot
index 5c436d77b9d..0bc13e0060f 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/mobilenet_v3_small.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/mobilenet_v3_small.dot
@@ -3,11 +3,11 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=3, type=conv2d];
-"4 MobileNetV3/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=4, type=batch_norm];
-"5 MobileNetV3/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=5, type=symmetric_quantize];
+"4 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=4, type=batch_norm];
+"5 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=5, type=symmetric_quantize];
 "6 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=6, type=symmetric_quantize];
 "7 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=7, type=conv2d];
-"8 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=8, type=batch_norm];
+"8 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=8, type=batch_norm];
 "9 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0" [id=9, type=relu_];
 "10 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=10, type=symmetric_quantize];
 "11 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/adaptive_avg_pool2d_0" [id=11, type=adaptive_avg_pool2d];
@@ -23,46 +23,46 @@ strict digraph  {
 "21 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/SymmetricQuantizer/symmetric_quantize_1" [id=21, type=symmetric_quantize];
 "22 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=22, type=symmetric_quantize];
 "23 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" [id=23, type=conv2d];
-"24 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0" [id=24, type=batch_norm];
-"25 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=25, type=symmetric_quantize];
+"24 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0" [id=24, type=batch_norm];
+"25 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=25, type=symmetric_quantize];
 "26 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=26, type=symmetric_quantize];
 "27 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=27, type=conv2d];
-"28 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=28, type=batch_norm];
+"28 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=28, type=batch_norm];
 "29 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0" [id=29, type=relu_];
 "30 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=30, type=symmetric_quantize];
 "31 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=31, type=symmetric_quantize];
 "32 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=32, type=conv2d];
-"33 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=33, type=batch_norm];
+"33 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=33, type=batch_norm];
 "34 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0" [id=34, type=relu_];
 "35 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=35, type=symmetric_quantize];
 "36 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=36, type=symmetric_quantize];
 "37 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" [id=37, type=conv2d];
-"38 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0" [id=38, type=batch_norm];
-"39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=39, type=symmetric_quantize];
+"38 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0" [id=38, type=batch_norm];
+"39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=39, type=symmetric_quantize];
 "40 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=40, type=symmetric_quantize];
 "41 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=41, type=conv2d];
-"42 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=42, type=batch_norm];
+"42 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=42, type=batch_norm];
 "43 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0" [id=43, type=relu_];
 "44 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=44, type=symmetric_quantize];
 "45 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=45, type=symmetric_quantize];
 "46 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=46, type=conv2d];
-"47 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=47, type=batch_norm];
+"47 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=47, type=batch_norm];
 "48 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0" [id=48, type=relu_];
 "49 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=49, type=symmetric_quantize];
 "50 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=50, type=symmetric_quantize];
 "51 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" [id=51, type=conv2d];
-"52 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0" [id=52, type=batch_norm];
-"53 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=53, type=symmetric_quantize];
+"52 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0" [id=52, type=batch_norm];
+"53 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=53, type=symmetric_quantize];
 "54 MobileNetV3/Sequential[features]/InvertedResidual[3]/__iadd___0" [id=54, type=__iadd__];
 "55 MobileNetV3/Sequential[features]/InvertedResidual[3]/SymmetricQuantizer/symmetric_quantize_0" [id=55, type=symmetric_quantize];
 "56 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=56, type=symmetric_quantize];
 "57 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=57, type=conv2d];
-"58 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=58, type=batch_norm];
-"59 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=59, type=symmetric_quantize];
+"58 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=58, type=batch_norm];
+"59 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=59, type=symmetric_quantize];
 "60 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=60, type=symmetric_quantize];
 "61 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=61, type=conv2d];
-"62 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=62, type=batch_norm];
-"63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=63, type=symmetric_quantize];
+"62 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=62, type=batch_norm];
+"63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=63, type=symmetric_quantize];
 "64 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" [id=64, type=adaptive_avg_pool2d];
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@@ -76,16 +76,16 @@ strict digraph  {
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+"85 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=85, type=batch_norm];
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@@ -99,18 +99,18 @@ strict digraph  {
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+"110 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=110, type=batch_norm];
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@@ -124,18 +124,18 @@ strict digraph  {
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@@ -149,16 +149,16 @@ strict digraph  {
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@@ -172,18 +172,18 @@ strict digraph  {
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@@ -197,16 +197,16 @@ strict digraph  {
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-"199 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=199, type=symmetric_quantize];
+"198 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" [id=198, type=batch_norm];
+"199 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=199, type=symmetric_quantize];
 "200 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=200, type=symmetric_quantize];
 "201 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=201, type=conv2d];
-"202 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=202, type=batch_norm];
-"203 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=203, type=symmetric_quantize];
+"202 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=202, type=batch_norm];
+"203 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=203, type=symmetric_quantize];
 "204 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=204, type=symmetric_quantize];
 "205 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=205, type=conv2d];
-"206 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=206, type=batch_norm];
-"207 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=207, type=symmetric_quantize];
+"206 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=206, type=batch_norm];
+"207 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=207, type=symmetric_quantize];
 "208 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" [id=208, type=adaptive_avg_pool2d];
 "209 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0" [id=209, type=symmetric_quantize];
 "210 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=210, type=symmetric_quantize];
@@ -220,18 +220,18 @@ strict digraph  {
 "218 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1" [id=218, type=symmetric_quantize];
 "219 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=219, type=symmetric_quantize];
 "220 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" [id=220, type=conv2d];
-"221 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" [id=221, type=batch_norm];
-"222 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=222, type=symmetric_quantize];
+"221 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" [id=221, type=batch_norm];
+"222 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=222, type=symmetric_quantize];
 "223 MobileNetV3/Sequential[features]/InvertedResidual[10]/__iadd___0" [id=223, type=__iadd__];
 "224 MobileNetV3/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0" [id=224, type=symmetric_quantize];
 "225 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=225, type=symmetric_quantize];
 "226 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" [id=226, type=conv2d];
-"227 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" [id=227, type=batch_norm];
-"228 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=228, type=symmetric_quantize];
+"227 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" [id=227, type=batch_norm];
+"228 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=228, type=symmetric_quantize];
 "229 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=229, type=symmetric_quantize];
 "230 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" [id=230, type=conv2d];
-"231 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" [id=231, type=batch_norm];
-"232 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=232, type=symmetric_quantize];
+"231 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" [id=231, type=batch_norm];
+"232 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=232, type=symmetric_quantize];
 "233 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" [id=233, type=adaptive_avg_pool2d];
 "234 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0" [id=234, type=symmetric_quantize];
 "235 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=235, type=symmetric_quantize];
@@ -245,14 +245,14 @@ strict digraph  {
 "243 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1" [id=243, type=symmetric_quantize];
 "244 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=244, type=symmetric_quantize];
 "245 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" [id=245, type=conv2d];
-"246 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" [id=246, type=batch_norm];
-"247 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=247, type=symmetric_quantize];
+"246 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" [id=246, type=batch_norm];
+"247 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=247, type=symmetric_quantize];
 "248 MobileNetV3/Sequential[features]/InvertedResidual[11]/__iadd___0" [id=248, type=__iadd__];
 "249 MobileNetV3/Sequential[features]/InvertedResidual[11]/SymmetricQuantizer/symmetric_quantize_0" [id=249, type=symmetric_quantize];
 "250 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=250, type=symmetric_quantize];
 "251 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFConv2d[0]/conv2d_0" [id=251, type=conv2d];
-"252 MobileNetV3/Sequential[features]/ConvBNActivation[12]/BatchNorm2d[1]/batch_norm_0" [id=252, type=batch_norm];
-"253 MobileNetV3/Sequential[features]/ConvBNActivation[12]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=253, type=symmetric_quantize];
+"252 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFBatchNorm[1]/batch_norm_0" [id=252, type=batch_norm];
+"253 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=253, type=symmetric_quantize];
 "254 MobileNetV3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0" [id=254, type=adaptive_avg_pool2d];
 "255 MobileNetV3/AdaptiveAvgPool2d[avgpool]/SymmetricQuantizer/symmetric_quantize_0" [id=255, type=symmetric_quantize];
 "256 MobileNetV3/flatten_0" [id=256, type=flatten];
@@ -266,12 +266,12 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "2 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"3 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV3/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"4 MobileNetV3/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "5 MobileNetV3/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"5 MobileNetV3/Sequential[features]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "7 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"3 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "4 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"4 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "5 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"5 MobileNetV3/Sequential[features]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "7 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "6 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "7 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"7 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "8 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"8 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "9 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0";
+"7 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "8 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"8 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "9 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0";
 "9 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0" -> "10 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "10 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "11 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/adaptive_avg_pool2d_0";
 "10 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "20 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/__mul___0";
@@ -287,49 +287,49 @@ strict digraph  {
 "20 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/__mul___0" -> "21 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/SymmetricQuantizer/symmetric_quantize_1";
 "21 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/SymmetricQuantizer/symmetric_quantize_1" -> "23 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0";
 "22 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "23 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0";
-"23 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" -> "24 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0";
-"24 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0" -> "25 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"25 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "27 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"23 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" -> "24 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0";
+"24 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0" -> "25 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"25 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "27 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "26 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "27 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"27 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "28 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"28 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "29 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0";
+"27 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "28 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"28 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "29 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0";
 "29 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0" -> "30 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "30 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "32 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "31 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "32 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"32 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "33 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"33 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "34 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0";
+"32 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "33 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"33 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "34 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0";
 "34 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0" -> "35 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "35 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "37 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0";
 "36 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "37 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0";
-"37 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" -> "38 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0";
-"38 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0" -> "39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "41 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "54 MobileNetV3/Sequential[features]/InvertedResidual[3]/__iadd___0";
+"37 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" -> "38 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0";
+"38 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0" -> "39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "41 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"39 MobileNetV3/Sequential[features]/InvertedResidual[2]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "54 MobileNetV3/Sequential[features]/InvertedResidual[3]/__iadd___0";
 "40 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"41 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "42 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"42 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "43 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0";
+"41 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "42 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"42 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "43 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0";
 "43 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/relu__0" -> "44 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "44 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "46 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "45 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "46 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"46 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "47 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"47 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "48 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0";
+"46 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "47 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"47 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "48 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0";
 "48 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/relu__0" -> "49 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "49 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "51 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0";
 "50 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "51 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0";
-"51 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" -> "52 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0";
-"52 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/batch_norm_0" -> "53 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"53 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "54 MobileNetV3/Sequential[features]/InvertedResidual[3]/__iadd___0";
+"51 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFConv2d[0]/conv2d_0" -> "52 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0";
+"52 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/batch_norm_0" -> "53 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"53 MobileNetV3/Sequential[features]/InvertedResidual[3]/Sequential[block]/ConvBNActivation[2]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "54 MobileNetV3/Sequential[features]/InvertedResidual[3]/__iadd___0";
 "54 MobileNetV3/Sequential[features]/InvertedResidual[3]/__iadd___0" -> "55 MobileNetV3/Sequential[features]/InvertedResidual[3]/SymmetricQuantizer/symmetric_quantize_0";
 "55 MobileNetV3/Sequential[features]/InvertedResidual[3]/SymmetricQuantizer/symmetric_quantize_0" -> "57 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "56 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"57 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "58 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"58 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "59 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"59 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"57 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "58 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"58 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "59 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"59 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "61 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "60 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "61 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"61 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"62 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "64 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "73 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"61 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "62 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"62 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "64 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"63 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "73 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "64 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "65 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0";
 "65 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0" -> "67 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "66 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "67 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -342,18 +342,18 @@ strict digraph  {
 "73 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "74 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1";
 "74 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1" -> "76 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "75 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "76 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"76 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "77 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"77 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "78 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"78 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "80 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"76 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "77 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"77 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "78 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"78 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "80 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "79 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "80 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"80 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "81 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"81 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "82 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"82 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "84 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"80 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "81 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"81 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "82 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"82 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "84 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "83 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "84 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"84 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "85 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"85 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "86 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"86 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "87 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"86 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "96 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"84 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "85 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"85 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "86 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"86 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "87 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"86 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "96 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "87 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "88 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0";
 "88 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "89 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "90 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -366,22 +366,22 @@ strict digraph  {
 "96 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "97 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1";
 "97 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1" -> "99 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "98 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "99 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"78 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "102 MobileNetV3/Sequential[features]/InvertedResidual[5]/__iadd___0";
-"99 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "100 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"100 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "101 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"101 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "102 MobileNetV3/Sequential[features]/InvertedResidual[5]/__iadd___0";
+"78 MobileNetV3/Sequential[features]/InvertedResidual[4]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "102 MobileNetV3/Sequential[features]/InvertedResidual[5]/__iadd___0";
+"99 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "100 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"100 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "101 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"101 MobileNetV3/Sequential[features]/InvertedResidual[5]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "102 MobileNetV3/Sequential[features]/InvertedResidual[5]/__iadd___0";
 "102 MobileNetV3/Sequential[features]/InvertedResidual[5]/__iadd___0" -> "103 MobileNetV3/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0";
 "103 MobileNetV3/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "105 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "103 MobileNetV3/Sequential[features]/InvertedResidual[5]/SymmetricQuantizer/symmetric_quantize_0" -> "127 MobileNetV3/Sequential[features]/InvertedResidual[6]/__iadd___0";
 "104 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "105 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"105 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "106 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"106 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "107 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"107 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "109 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"105 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "106 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"106 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "107 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"107 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "109 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "108 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "109 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"109 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "110 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"110 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "111 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"111 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "112 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"111 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "121 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"109 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "110 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"110 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "111 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"111 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "112 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"111 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "121 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "112 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "113 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0";
 "113 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0" -> "115 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "114 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "115 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -394,20 +394,20 @@ strict digraph  {
 "121 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "122 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1";
 "122 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1" -> "124 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "123 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "124 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"124 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "125 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"125 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "126 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"126 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "127 MobileNetV3/Sequential[features]/InvertedResidual[6]/__iadd___0";
+"124 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "125 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"125 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "126 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"126 MobileNetV3/Sequential[features]/InvertedResidual[6]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "127 MobileNetV3/Sequential[features]/InvertedResidual[6]/__iadd___0";
 "127 MobileNetV3/Sequential[features]/InvertedResidual[6]/__iadd___0" -> "128 MobileNetV3/Sequential[features]/InvertedResidual[6]/SymmetricQuantizer/symmetric_quantize_0";
 "128 MobileNetV3/Sequential[features]/InvertedResidual[6]/SymmetricQuantizer/symmetric_quantize_0" -> "130 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "129 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "130 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"130 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "131 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"131 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "132 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"132 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "134 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"130 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "131 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"131 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "132 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"132 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "134 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "133 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "134 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"134 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "135 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"135 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "136 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"136 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "137 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"136 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "146 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"134 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "135 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"135 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "136 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"136 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "137 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"136 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "146 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "137 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "138 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0";
 "138 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0" -> "140 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "139 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "140 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -420,19 +420,19 @@ strict digraph  {
 "146 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "147 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1";
 "147 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1" -> "149 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "148 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "149 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"149 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "150 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"150 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "151 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"151 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "153 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"151 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "175 MobileNetV3/Sequential[features]/InvertedResidual[8]/__iadd___0";
+"149 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "150 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"150 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "151 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"151 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "153 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"151 MobileNetV3/Sequential[features]/InvertedResidual[7]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "175 MobileNetV3/Sequential[features]/InvertedResidual[8]/__iadd___0";
 "152 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "153 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"153 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "154 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"154 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "155 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"155 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "157 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"153 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "154 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"154 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "155 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"155 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "157 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "156 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "157 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"157 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "158 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"158 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "160 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"157 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "158 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"158 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "160 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "169 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "160 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "161 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0";
 "161 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0" -> "163 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "162 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "163 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -445,20 +445,20 @@ strict digraph  {
 "169 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "170 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1";
 "170 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1" -> "172 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "171 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "172 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"172 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "173 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"173 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "174 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"174 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "175 MobileNetV3/Sequential[features]/InvertedResidual[8]/__iadd___0";
+"172 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "173 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"173 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "174 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"174 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "175 MobileNetV3/Sequential[features]/InvertedResidual[8]/__iadd___0";
 "175 MobileNetV3/Sequential[features]/InvertedResidual[8]/__iadd___0" -> "176 MobileNetV3/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0";
 "176 MobileNetV3/Sequential[features]/InvertedResidual[8]/SymmetricQuantizer/symmetric_quantize_0" -> "178 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "177 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "178 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"178 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "179 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"179 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "180 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"180 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"178 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "179 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"179 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "180 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"180 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "181 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "182 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"182 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "183 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"183 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "184 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"184 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "185 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"184 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "194 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"182 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "183 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"183 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "184 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"184 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "185 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"184 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "194 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "185 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "186 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0";
 "186 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0" -> "188 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "187 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "188 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -471,19 +471,19 @@ strict digraph  {
 "194 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "195 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1";
 "195 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1" -> "197 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "196 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "197 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"197 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "198 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"198 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "199 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"199 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "201 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"199 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "223 MobileNetV3/Sequential[features]/InvertedResidual[10]/__iadd___0";
+"197 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "198 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"198 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "199 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"199 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "201 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
+"199 MobileNetV3/Sequential[features]/InvertedResidual[9]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "223 MobileNetV3/Sequential[features]/InvertedResidual[10]/__iadd___0";
 "200 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "201 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"201 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"202 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "203 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"203 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "205 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"201 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "202 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"202 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "203 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"203 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "205 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "204 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "205 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"205 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "206 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"206 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "207 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"207 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "208 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"207 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "217 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"205 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "206 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"206 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "207 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"207 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "208 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"207 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "217 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "208 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "209 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0";
 "209 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0" -> "211 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "210 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "211 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -496,21 +496,21 @@ strict digraph  {
 "217 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "218 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1";
 "218 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1" -> "220 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "219 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "220 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"220 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"221 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "222 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"222 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "223 MobileNetV3/Sequential[features]/InvertedResidual[10]/__iadd___0";
+"220 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "221 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"221 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "222 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"222 MobileNetV3/Sequential[features]/InvertedResidual[10]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "223 MobileNetV3/Sequential[features]/InvertedResidual[10]/__iadd___0";
 "223 MobileNetV3/Sequential[features]/InvertedResidual[10]/__iadd___0" -> "224 MobileNetV3/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0";
 "224 MobileNetV3/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0" -> "226 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
 "224 MobileNetV3/Sequential[features]/InvertedResidual[10]/SymmetricQuantizer/symmetric_quantize_0" -> "248 MobileNetV3/Sequential[features]/InvertedResidual[11]/__iadd___0";
 "225 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "226 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0";
-"226 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "227 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0";
-"227 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/batch_norm_0" -> "228 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"228 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "230 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
+"226 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFConv2d[0]/conv2d_0" -> "227 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0";
+"227 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/batch_norm_0" -> "228 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"228 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[0]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "230 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
 "229 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "230 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0";
-"230 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "231 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0";
-"231 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/batch_norm_0" -> "232 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"232 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "233 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
-"232 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "242 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
+"230 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFConv2d[0]/conv2d_0" -> "231 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0";
+"231 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/batch_norm_0" -> "232 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"232 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "233 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0";
+"232 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[1]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "242 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/__mul___0";
 "233 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/adaptive_avg_pool2d_0" -> "234 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0";
 "234 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0" -> "236 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
 "235 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "236 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc1]/conv2d_0";
@@ -523,15 +523,15 @@ strict digraph  {
 "242 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "243 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1";
 "243 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_1" -> "245 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
 "244 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "245 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0";
-"245 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "246 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0";
-"246 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/batch_norm_0" -> "247 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"247 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "248 MobileNetV3/Sequential[features]/InvertedResidual[11]/__iadd___0";
+"245 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "246 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0";
+"246 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/batch_norm_0" -> "247 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"247 MobileNetV3/Sequential[features]/InvertedResidual[11]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "248 MobileNetV3/Sequential[features]/InvertedResidual[11]/__iadd___0";
 "248 MobileNetV3/Sequential[features]/InvertedResidual[11]/__iadd___0" -> "249 MobileNetV3/Sequential[features]/InvertedResidual[11]/SymmetricQuantizer/symmetric_quantize_0";
 "249 MobileNetV3/Sequential[features]/InvertedResidual[11]/SymmetricQuantizer/symmetric_quantize_0" -> "251 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFConv2d[0]/conv2d_0";
 "250 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "251 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFConv2d[0]/conv2d_0";
-"251 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFConv2d[0]/conv2d_0" -> "252 MobileNetV3/Sequential[features]/ConvBNActivation[12]/BatchNorm2d[1]/batch_norm_0";
-"252 MobileNetV3/Sequential[features]/ConvBNActivation[12]/BatchNorm2d[1]/batch_norm_0" -> "253 MobileNetV3/Sequential[features]/ConvBNActivation[12]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"253 MobileNetV3/Sequential[features]/ConvBNActivation[12]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "254 MobileNetV3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
+"251 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFConv2d[0]/conv2d_0" -> "252 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFBatchNorm[1]/batch_norm_0";
+"252 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFBatchNorm[1]/batch_norm_0" -> "253 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"253 MobileNetV3/Sequential[features]/ConvBNActivation[12]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "254 MobileNetV3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
 "254 MobileNetV3/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0" -> "255 MobileNetV3/AdaptiveAvgPool2d[avgpool]/SymmetricQuantizer/symmetric_quantize_0";
 "255 MobileNetV3/AdaptiveAvgPool2d[avgpool]/SymmetricQuantizer/symmetric_quantize_0" -> "256 MobileNetV3/flatten_0";
 "256 MobileNetV3/flatten_0" -> "258 MobileNetV3/Sequential[classifier]/NNCFLinear[0]/linear_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/pnasnetb.dot b/tests/torch/data/reference_graphs/quantized/symmetric/pnasnetb.dot
index 462ed6df650..314be166a1b 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/pnasnetb.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/pnasnetb.dot
@@ -3,22 +3,22 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 PNASNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 PNASNet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 PNASNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 PNASNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 PNASNet/relu_0" [id=5, type=relu];
 "6 PNASNet/SymmetricQuantizer/symmetric_quantize_0" [id=6, type=symmetric_quantize];
 "7 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=7, type=symmetric_quantize];
 "8 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=8, type=conv2d];
-"9 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" [id=9, type=batch_norm];
-"10 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=10, type=symmetric_quantize];
+"9 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=9, type=batch_norm];
+"10 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=10, type=symmetric_quantize];
 "11 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=11, type=symmetric_quantize];
 "12 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" [id=12, type=conv2d];
-"13 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" [id=13, type=batch_norm];
-"14 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=14, type=symmetric_quantize];
+"13 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=13, type=batch_norm];
+"14 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=14, type=symmetric_quantize];
 "15 PNASNet/Sequential[layer1]/CellB[0]/max_pool2d_0" [id=15, type=max_pool2d];
 "16 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=16, type=symmetric_quantize];
 "17 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=17, type=conv2d];
-"18 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" [id=18, type=batch_norm];
-"19 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=19, type=symmetric_quantize];
+"18 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=18, type=batch_norm];
+"19 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=19, type=symmetric_quantize];
 "20 PNASNet/Sequential[layer1]/CellB[0]/__add___0" [id=20, type=__add__];
 "21 PNASNet/Sequential[layer1]/CellB[0]/relu_0" [id=21, type=relu];
 "22 PNASNet/Sequential[layer1]/CellB[0]/SymmetricQuantizer/symmetric_quantize_0" [id=22, type=symmetric_quantize];
@@ -28,22 +28,22 @@ strict digraph  {
 "26 PNASNet/Sequential[layer1]/CellB[0]/cat_0" [id=26, type=cat];
 "27 PNASNet/Sequential[layer1]/CellB[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=27, type=symmetric_quantize];
 "28 PNASNet/Sequential[layer1]/CellB[0]/NNCFConv2d[conv2]/conv2d_0" [id=28, type=conv2d];
-"29 PNASNet/Sequential[layer1]/CellB[0]/BatchNorm2d[bn2]/batch_norm_0" [id=29, type=batch_norm];
+"29 PNASNet/Sequential[layer1]/CellB[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=29, type=batch_norm];
 "30 PNASNet/Sequential[layer1]/CellB[0]/relu_2" [id=30, type=relu];
 "31 PNASNet/Sequential[layer1]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2" [id=31, type=symmetric_quantize];
 "32 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=32, type=symmetric_quantize];
 "33 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=33, type=conv2d];
-"34 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" [id=34, type=batch_norm];
-"35 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=35, type=symmetric_quantize];
+"34 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=34, type=batch_norm];
+"35 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=35, type=symmetric_quantize];
 "36 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=36, type=symmetric_quantize];
 "37 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" [id=37, type=conv2d];
-"38 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" [id=38, type=batch_norm];
-"39 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=39, type=symmetric_quantize];
+"38 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=38, type=batch_norm];
+"39 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=39, type=symmetric_quantize];
 "40 PNASNet/Sequential[layer1]/CellB[1]/max_pool2d_0" [id=40, type=max_pool2d];
 "41 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=41, type=symmetric_quantize];
 "42 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=42, type=conv2d];
-"43 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" [id=43, type=batch_norm];
-"44 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=44, type=symmetric_quantize];
+"43 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=43, type=batch_norm];
+"44 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=44, type=symmetric_quantize];
 "45 PNASNet/Sequential[layer1]/CellB[1]/__add___0" [id=45, type=__add__];
 "46 PNASNet/Sequential[layer1]/CellB[1]/relu_0" [id=46, type=relu];
 "47 PNASNet/Sequential[layer1]/CellB[1]/SymmetricQuantizer/symmetric_quantize_0" [id=47, type=symmetric_quantize];
@@ -53,22 +53,22 @@ strict digraph  {
 "51 PNASNet/Sequential[layer1]/CellB[1]/cat_0" [id=51, type=cat];
 "52 PNASNet/Sequential[layer1]/CellB[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=52, type=symmetric_quantize];
 "53 PNASNet/Sequential[layer1]/CellB[1]/NNCFConv2d[conv2]/conv2d_0" [id=53, type=conv2d];
-"54 PNASNet/Sequential[layer1]/CellB[1]/BatchNorm2d[bn2]/batch_norm_0" [id=54, type=batch_norm];
+"54 PNASNet/Sequential[layer1]/CellB[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=54, type=batch_norm];
 "55 PNASNet/Sequential[layer1]/CellB[1]/relu_2" [id=55, type=relu];
 "56 PNASNet/Sequential[layer1]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2" [id=56, type=symmetric_quantize];
 "57 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=57, type=symmetric_quantize];
 "58 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=58, type=conv2d];
-"59 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" [id=59, type=batch_norm];
-"60 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=60, type=symmetric_quantize];
+"59 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=59, type=batch_norm];
+"60 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=60, type=symmetric_quantize];
 "61 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=61, type=symmetric_quantize];
 "62 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" [id=62, type=conv2d];
-"63 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" [id=63, type=batch_norm];
-"64 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=64, type=symmetric_quantize];
+"63 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=63, type=batch_norm];
+"64 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=64, type=symmetric_quantize];
 "65 PNASNet/Sequential[layer1]/CellB[2]/max_pool2d_0" [id=65, type=max_pool2d];
 "66 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=66, type=symmetric_quantize];
 "67 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=67, type=conv2d];
-"68 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" [id=68, type=batch_norm];
-"69 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=69, type=symmetric_quantize];
+"68 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=68, type=batch_norm];
+"69 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=69, type=symmetric_quantize];
 "70 PNASNet/Sequential[layer1]/CellB[2]/__add___0" [id=70, type=__add__];
 "71 PNASNet/Sequential[layer1]/CellB[2]/relu_0" [id=71, type=relu];
 "72 PNASNet/Sequential[layer1]/CellB[2]/SymmetricQuantizer/symmetric_quantize_0" [id=72, type=symmetric_quantize];
@@ -78,22 +78,22 @@ strict digraph  {
 "76 PNASNet/Sequential[layer1]/CellB[2]/cat_0" [id=76, type=cat];
 "77 PNASNet/Sequential[layer1]/CellB[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=77, type=symmetric_quantize];
 "78 PNASNet/Sequential[layer1]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" [id=78, type=conv2d];
-"79 PNASNet/Sequential[layer1]/CellB[2]/BatchNorm2d[bn2]/batch_norm_0" [id=79, type=batch_norm];
+"79 PNASNet/Sequential[layer1]/CellB[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=79, type=batch_norm];
 "80 PNASNet/Sequential[layer1]/CellB[2]/relu_2" [id=80, type=relu];
 "81 PNASNet/Sequential[layer1]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2" [id=81, type=symmetric_quantize];
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@@ -103,22 +103,22 @@ strict digraph  {
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@@ -128,22 +128,22 @@ strict digraph  {
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@@ -232,22 +232,22 @@ strict digraph  {
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@@ -361,22 +361,22 @@ strict digraph  {
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@@ -411,22 +411,22 @@ strict digraph  {
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-"472 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=472, type=symmetric_quantize];
+"471 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=471, type=batch_norm];
+"472 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=472, type=symmetric_quantize];
 "473 PNASNet/Sequential[layer5]/CellB[4]/max_pool2d_0" [id=473, type=max_pool2d];
 "474 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=474, type=symmetric_quantize];
 "475 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=475, type=conv2d];
-"476 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" [id=476, type=batch_norm];
-"477 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=477, type=symmetric_quantize];
+"476 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=476, type=batch_norm];
+"477 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=477, type=symmetric_quantize];
 "478 PNASNet/Sequential[layer5]/CellB[4]/__add___0" [id=478, type=__add__];
 "479 PNASNet/Sequential[layer5]/CellB[4]/relu_0" [id=479, type=relu];
 "480 PNASNet/Sequential[layer5]/CellB[4]/SymmetricQuantizer/symmetric_quantize_0" [id=480, type=symmetric_quantize];
@@ -486,22 +486,22 @@ strict digraph  {
 "484 PNASNet/Sequential[layer5]/CellB[4]/cat_0" [id=484, type=cat];
 "485 PNASNet/Sequential[layer5]/CellB[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=485, type=symmetric_quantize];
 "486 PNASNet/Sequential[layer5]/CellB[4]/NNCFConv2d[conv2]/conv2d_0" [id=486, type=conv2d];
-"487 PNASNet/Sequential[layer5]/CellB[4]/BatchNorm2d[bn2]/batch_norm_0" [id=487, type=batch_norm];
+"487 PNASNet/Sequential[layer5]/CellB[4]/NNCFBatchNorm[bn2]/batch_norm_0" [id=487, type=batch_norm];
 "488 PNASNet/Sequential[layer5]/CellB[4]/relu_2" [id=488, type=relu];
 "489 PNASNet/Sequential[layer5]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2" [id=489, type=symmetric_quantize];
 "490 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=490, type=symmetric_quantize];
 "491 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" [id=491, type=conv2d];
-"492 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" [id=492, type=batch_norm];
-"493 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=493, type=symmetric_quantize];
+"492 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=492, type=batch_norm];
+"493 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=493, type=symmetric_quantize];
 "494 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=494, type=symmetric_quantize];
 "495 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" [id=495, type=conv2d];
-"496 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" [id=496, type=batch_norm];
-"497 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=497, type=symmetric_quantize];
+"496 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=496, type=batch_norm];
+"497 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=497, type=symmetric_quantize];
 "498 PNASNet/Sequential[layer5]/CellB[5]/max_pool2d_0" [id=498, type=max_pool2d];
 "499 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=499, type=symmetric_quantize];
 "500 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" [id=500, type=conv2d];
-"501 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" [id=501, type=batch_norm];
-"502 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=502, type=symmetric_quantize];
+"501 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=501, type=batch_norm];
+"502 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=502, type=symmetric_quantize];
 "503 PNASNet/Sequential[layer5]/CellB[5]/__add___0" [id=503, type=__add__];
 "504 PNASNet/Sequential[layer5]/CellB[5]/relu_0" [id=504, type=relu];
 "505 PNASNet/Sequential[layer5]/CellB[5]/SymmetricQuantizer/symmetric_quantize_0" [id=505, type=symmetric_quantize];
@@ -511,7 +511,7 @@ strict digraph  {
 "509 PNASNet/Sequential[layer5]/CellB[5]/cat_0" [id=509, type=cat];
 "510 PNASNet/Sequential[layer5]/CellB[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=510, type=symmetric_quantize];
 "511 PNASNet/Sequential[layer5]/CellB[5]/NNCFConv2d[conv2]/conv2d_0" [id=511, type=conv2d];
-"512 PNASNet/Sequential[layer5]/CellB[5]/BatchNorm2d[bn2]/batch_norm_0" [id=512, type=batch_norm];
+"512 PNASNet/Sequential[layer5]/CellB[5]/NNCFBatchNorm[bn2]/batch_norm_0" [id=512, type=batch_norm];
 "513 PNASNet/Sequential[layer5]/CellB[5]/relu_2" [id=513, type=relu];
 "514 PNASNet/Sequential[layer5]/CellB[5]/SymmetricQuantizer/symmetric_quantize_2" [id=514, type=symmetric_quantize];
 "515 PNASNet/avg_pool2d_0" [id=515, type=avg_pool2d];
@@ -523,26 +523,26 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 PNASNet/NNCFConv2d[conv1]/conv2d_0";
 "2 PNASNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 PNASNet/NNCFConv2d[conv1]/conv2d_0";
-"3 PNASNet/NNCFConv2d[conv1]/conv2d_0" -> "4 PNASNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 PNASNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 PNASNet/relu_0";
+"3 PNASNet/NNCFConv2d[conv1]/conv2d_0" -> "4 PNASNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 PNASNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 PNASNet/relu_0";
 "5 PNASNet/relu_0" -> "6 PNASNet/SymmetricQuantizer/symmetric_quantize_0";
 "6 PNASNet/SymmetricQuantizer/symmetric_quantize_0" -> "8 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "7 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"8 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "9 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
+"8 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "9 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "6 PNASNet/SymmetricQuantizer/symmetric_quantize_0" -> "12 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "6 PNASNet/SymmetricQuantizer/symmetric_quantize_0" -> "15 PNASNet/Sequential[layer1]/CellB[0]/max_pool2d_0";
 "6 PNASNet/SymmetricQuantizer/symmetric_quantize_0" -> "17 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"9 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "10 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"10 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "20 PNASNet/Sequential[layer1]/CellB[0]/__add___0";
+"9 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "10 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"10 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "20 PNASNet/Sequential[layer1]/CellB[0]/__add___0";
 "11 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "12 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"12 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "13 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"13 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "14 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"14 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "20 PNASNet/Sequential[layer1]/CellB[0]/__add___0";
+"12 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "13 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"13 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "14 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"14 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "20 PNASNet/Sequential[layer1]/CellB[0]/__add___0";
 "15 PNASNet/Sequential[layer1]/CellB[0]/max_pool2d_0" -> "23 PNASNet/Sequential[layer1]/CellB[0]/__add___1";
 "16 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "17 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"17 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "18 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"18 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "19 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"19 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "23 PNASNet/Sequential[layer1]/CellB[0]/__add___1";
+"17 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "18 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"18 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "19 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"19 PNASNet/Sequential[layer1]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "23 PNASNet/Sequential[layer1]/CellB[0]/__add___1";
 "20 PNASNet/Sequential[layer1]/CellB[0]/__add___0" -> "21 PNASNet/Sequential[layer1]/CellB[0]/relu_0";
 "21 PNASNet/Sequential[layer1]/CellB[0]/relu_0" -> "22 PNASNet/Sequential[layer1]/CellB[0]/SymmetricQuantizer/symmetric_quantize_0";
 "22 PNASNet/Sequential[layer1]/CellB[0]/SymmetricQuantizer/symmetric_quantize_0" -> "26 PNASNet/Sequential[layer1]/CellB[0]/cat_0";
@@ -551,26 +551,26 @@ strict digraph  {
 "25 PNASNet/Sequential[layer1]/CellB[0]/SymmetricQuantizer/symmetric_quantize_1" -> "26 PNASNet/Sequential[layer1]/CellB[0]/cat_0";
 "26 PNASNet/Sequential[layer1]/CellB[0]/cat_0" -> "28 PNASNet/Sequential[layer1]/CellB[0]/NNCFConv2d[conv2]/conv2d_0";
 "27 PNASNet/Sequential[layer1]/CellB[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "28 PNASNet/Sequential[layer1]/CellB[0]/NNCFConv2d[conv2]/conv2d_0";
-"28 PNASNet/Sequential[layer1]/CellB[0]/NNCFConv2d[conv2]/conv2d_0" -> "29 PNASNet/Sequential[layer1]/CellB[0]/BatchNorm2d[bn2]/batch_norm_0";
-"29 PNASNet/Sequential[layer1]/CellB[0]/BatchNorm2d[bn2]/batch_norm_0" -> "30 PNASNet/Sequential[layer1]/CellB[0]/relu_2";
+"28 PNASNet/Sequential[layer1]/CellB[0]/NNCFConv2d[conv2]/conv2d_0" -> "29 PNASNet/Sequential[layer1]/CellB[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"29 PNASNet/Sequential[layer1]/CellB[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "30 PNASNet/Sequential[layer1]/CellB[0]/relu_2";
 "30 PNASNet/Sequential[layer1]/CellB[0]/relu_2" -> "31 PNASNet/Sequential[layer1]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2";
 "31 PNASNet/Sequential[layer1]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2" -> "33 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "31 PNASNet/Sequential[layer1]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2" -> "37 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "31 PNASNet/Sequential[layer1]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2" -> "40 PNASNet/Sequential[layer1]/CellB[1]/max_pool2d_0";
 "31 PNASNet/Sequential[layer1]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2" -> "42 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "32 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "33 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"33 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "34 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"34 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "35 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"35 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "45 PNASNet/Sequential[layer1]/CellB[1]/__add___0";
+"33 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "34 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"34 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "35 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"35 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "45 PNASNet/Sequential[layer1]/CellB[1]/__add___0";
 "36 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "37 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"37 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "38 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"38 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "39 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"39 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "45 PNASNet/Sequential[layer1]/CellB[1]/__add___0";
+"37 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "38 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"38 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "39 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"39 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "45 PNASNet/Sequential[layer1]/CellB[1]/__add___0";
 "40 PNASNet/Sequential[layer1]/CellB[1]/max_pool2d_0" -> "48 PNASNet/Sequential[layer1]/CellB[1]/__add___1";
 "41 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "42 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"42 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "43 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"43 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "44 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"44 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "48 PNASNet/Sequential[layer1]/CellB[1]/__add___1";
+"42 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "43 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"43 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "44 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"44 PNASNet/Sequential[layer1]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "48 PNASNet/Sequential[layer1]/CellB[1]/__add___1";
 "45 PNASNet/Sequential[layer1]/CellB[1]/__add___0" -> "46 PNASNet/Sequential[layer1]/CellB[1]/relu_0";
 "46 PNASNet/Sequential[layer1]/CellB[1]/relu_0" -> "47 PNASNet/Sequential[layer1]/CellB[1]/SymmetricQuantizer/symmetric_quantize_0";
 "47 PNASNet/Sequential[layer1]/CellB[1]/SymmetricQuantizer/symmetric_quantize_0" -> "51 PNASNet/Sequential[layer1]/CellB[1]/cat_0";
@@ -579,26 +579,26 @@ strict digraph  {
 "50 PNASNet/Sequential[layer1]/CellB[1]/SymmetricQuantizer/symmetric_quantize_1" -> "51 PNASNet/Sequential[layer1]/CellB[1]/cat_0";
 "51 PNASNet/Sequential[layer1]/CellB[1]/cat_0" -> "53 PNASNet/Sequential[layer1]/CellB[1]/NNCFConv2d[conv2]/conv2d_0";
 "52 PNASNet/Sequential[layer1]/CellB[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "53 PNASNet/Sequential[layer1]/CellB[1]/NNCFConv2d[conv2]/conv2d_0";
-"53 PNASNet/Sequential[layer1]/CellB[1]/NNCFConv2d[conv2]/conv2d_0" -> "54 PNASNet/Sequential[layer1]/CellB[1]/BatchNorm2d[bn2]/batch_norm_0";
-"54 PNASNet/Sequential[layer1]/CellB[1]/BatchNorm2d[bn2]/batch_norm_0" -> "55 PNASNet/Sequential[layer1]/CellB[1]/relu_2";
+"53 PNASNet/Sequential[layer1]/CellB[1]/NNCFConv2d[conv2]/conv2d_0" -> "54 PNASNet/Sequential[layer1]/CellB[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"54 PNASNet/Sequential[layer1]/CellB[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "55 PNASNet/Sequential[layer1]/CellB[1]/relu_2";
 "55 PNASNet/Sequential[layer1]/CellB[1]/relu_2" -> "56 PNASNet/Sequential[layer1]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2";
 "56 PNASNet/Sequential[layer1]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2" -> "58 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "56 PNASNet/Sequential[layer1]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2" -> "62 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "56 PNASNet/Sequential[layer1]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2" -> "65 PNASNet/Sequential[layer1]/CellB[2]/max_pool2d_0";
 "56 PNASNet/Sequential[layer1]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2" -> "67 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "57 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "58 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"58 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "59 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"59 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "60 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"60 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "70 PNASNet/Sequential[layer1]/CellB[2]/__add___0";
+"58 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "59 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"59 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "60 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"60 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "70 PNASNet/Sequential[layer1]/CellB[2]/__add___0";
 "61 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "62 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"62 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "63 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"63 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "64 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"64 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "70 PNASNet/Sequential[layer1]/CellB[2]/__add___0";
+"62 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "63 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"63 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "64 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"64 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "70 PNASNet/Sequential[layer1]/CellB[2]/__add___0";
 "65 PNASNet/Sequential[layer1]/CellB[2]/max_pool2d_0" -> "73 PNASNet/Sequential[layer1]/CellB[2]/__add___1";
 "66 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "67 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"67 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "68 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"68 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "69 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"69 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "73 PNASNet/Sequential[layer1]/CellB[2]/__add___1";
+"67 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "68 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"68 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "69 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"69 PNASNet/Sequential[layer1]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "73 PNASNet/Sequential[layer1]/CellB[2]/__add___1";
 "70 PNASNet/Sequential[layer1]/CellB[2]/__add___0" -> "71 PNASNet/Sequential[layer1]/CellB[2]/relu_0";
 "71 PNASNet/Sequential[layer1]/CellB[2]/relu_0" -> "72 PNASNet/Sequential[layer1]/CellB[2]/SymmetricQuantizer/symmetric_quantize_0";
 "72 PNASNet/Sequential[layer1]/CellB[2]/SymmetricQuantizer/symmetric_quantize_0" -> "76 PNASNet/Sequential[layer1]/CellB[2]/cat_0";
@@ -607,26 +607,26 @@ strict digraph  {
 "75 PNASNet/Sequential[layer1]/CellB[2]/SymmetricQuantizer/symmetric_quantize_1" -> "76 PNASNet/Sequential[layer1]/CellB[2]/cat_0";
 "76 PNASNet/Sequential[layer1]/CellB[2]/cat_0" -> "78 PNASNet/Sequential[layer1]/CellB[2]/NNCFConv2d[conv2]/conv2d_0";
 "77 PNASNet/Sequential[layer1]/CellB[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "78 PNASNet/Sequential[layer1]/CellB[2]/NNCFConv2d[conv2]/conv2d_0";
-"78 PNASNet/Sequential[layer1]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" -> "79 PNASNet/Sequential[layer1]/CellB[2]/BatchNorm2d[bn2]/batch_norm_0";
-"79 PNASNet/Sequential[layer1]/CellB[2]/BatchNorm2d[bn2]/batch_norm_0" -> "80 PNASNet/Sequential[layer1]/CellB[2]/relu_2";
+"78 PNASNet/Sequential[layer1]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" -> "79 PNASNet/Sequential[layer1]/CellB[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"79 PNASNet/Sequential[layer1]/CellB[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "80 PNASNet/Sequential[layer1]/CellB[2]/relu_2";
 "80 PNASNet/Sequential[layer1]/CellB[2]/relu_2" -> "81 PNASNet/Sequential[layer1]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2";
 "81 PNASNet/Sequential[layer1]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2" -> "83 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "81 PNASNet/Sequential[layer1]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2" -> "87 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "81 PNASNet/Sequential[layer1]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2" -> "90 PNASNet/Sequential[layer1]/CellB[3]/max_pool2d_0";
 "81 PNASNet/Sequential[layer1]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2" -> "92 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "82 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "83 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"83 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "84 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"84 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "85 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"85 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "95 PNASNet/Sequential[layer1]/CellB[3]/__add___0";
+"83 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "84 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"84 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "85 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"85 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "95 PNASNet/Sequential[layer1]/CellB[3]/__add___0";
 "86 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"87 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "88 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"88 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "89 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"89 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "95 PNASNet/Sequential[layer1]/CellB[3]/__add___0";
+"87 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "88 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"88 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "89 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"89 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "95 PNASNet/Sequential[layer1]/CellB[3]/__add___0";
 "90 PNASNet/Sequential[layer1]/CellB[3]/max_pool2d_0" -> "98 PNASNet/Sequential[layer1]/CellB[3]/__add___1";
 "91 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "92 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"92 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "93 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"93 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "94 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"94 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "98 PNASNet/Sequential[layer1]/CellB[3]/__add___1";
+"92 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "93 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"93 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "94 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"94 PNASNet/Sequential[layer1]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "98 PNASNet/Sequential[layer1]/CellB[3]/__add___1";
 "95 PNASNet/Sequential[layer1]/CellB[3]/__add___0" -> "96 PNASNet/Sequential[layer1]/CellB[3]/relu_0";
 "96 PNASNet/Sequential[layer1]/CellB[3]/relu_0" -> "97 PNASNet/Sequential[layer1]/CellB[3]/SymmetricQuantizer/symmetric_quantize_0";
 "98 PNASNet/Sequential[layer1]/CellB[3]/__add___1" -> "99 PNASNet/Sequential[layer1]/CellB[3]/relu_1";
@@ -635,26 +635,26 @@ strict digraph  {
 "100 PNASNet/Sequential[layer1]/CellB[3]/SymmetricQuantizer/symmetric_quantize_1" -> "101 PNASNet/Sequential[layer1]/CellB[3]/cat_0";
 "101 PNASNet/Sequential[layer1]/CellB[3]/cat_0" -> "103 PNASNet/Sequential[layer1]/CellB[3]/NNCFConv2d[conv2]/conv2d_0";
 "102 PNASNet/Sequential[layer1]/CellB[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "103 PNASNet/Sequential[layer1]/CellB[3]/NNCFConv2d[conv2]/conv2d_0";
-"103 PNASNet/Sequential[layer1]/CellB[3]/NNCFConv2d[conv2]/conv2d_0" -> "104 PNASNet/Sequential[layer1]/CellB[3]/BatchNorm2d[bn2]/batch_norm_0";
-"104 PNASNet/Sequential[layer1]/CellB[3]/BatchNorm2d[bn2]/batch_norm_0" -> "105 PNASNet/Sequential[layer1]/CellB[3]/relu_2";
+"103 PNASNet/Sequential[layer1]/CellB[3]/NNCFConv2d[conv2]/conv2d_0" -> "104 PNASNet/Sequential[layer1]/CellB[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"104 PNASNet/Sequential[layer1]/CellB[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "105 PNASNet/Sequential[layer1]/CellB[3]/relu_2";
 "105 PNASNet/Sequential[layer1]/CellB[3]/relu_2" -> "106 PNASNet/Sequential[layer1]/CellB[3]/SymmetricQuantizer/symmetric_quantize_2";
 "106 PNASNet/Sequential[layer1]/CellB[3]/SymmetricQuantizer/symmetric_quantize_2" -> "108 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "106 PNASNet/Sequential[layer1]/CellB[3]/SymmetricQuantizer/symmetric_quantize_2" -> "112 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "106 PNASNet/Sequential[layer1]/CellB[3]/SymmetricQuantizer/symmetric_quantize_2" -> "115 PNASNet/Sequential[layer1]/CellB[4]/max_pool2d_0";
 "106 PNASNet/Sequential[layer1]/CellB[3]/SymmetricQuantizer/symmetric_quantize_2" -> "117 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "107 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "108 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"108 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "109 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"109 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "110 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"110 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "120 PNASNet/Sequential[layer1]/CellB[4]/__add___0";
+"108 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "109 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"109 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "110 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"110 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "120 PNASNet/Sequential[layer1]/CellB[4]/__add___0";
 "111 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"112 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "113 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"113 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "114 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"114 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "120 PNASNet/Sequential[layer1]/CellB[4]/__add___0";
+"112 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "113 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"113 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "114 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"114 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "120 PNASNet/Sequential[layer1]/CellB[4]/__add___0";
 "115 PNASNet/Sequential[layer1]/CellB[4]/max_pool2d_0" -> "123 PNASNet/Sequential[layer1]/CellB[4]/__add___1";
 "116 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "117 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"117 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "118 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"118 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "119 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"119 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "123 PNASNet/Sequential[layer1]/CellB[4]/__add___1";
+"117 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "118 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"118 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "119 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"119 PNASNet/Sequential[layer1]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "123 PNASNet/Sequential[layer1]/CellB[4]/__add___1";
 "120 PNASNet/Sequential[layer1]/CellB[4]/__add___0" -> "121 PNASNet/Sequential[layer1]/CellB[4]/relu_0";
 "121 PNASNet/Sequential[layer1]/CellB[4]/relu_0" -> "122 PNASNet/Sequential[layer1]/CellB[4]/SymmetricQuantizer/symmetric_quantize_0";
 "122 PNASNet/Sequential[layer1]/CellB[4]/SymmetricQuantizer/symmetric_quantize_0" -> "126 PNASNet/Sequential[layer1]/CellB[4]/cat_0";
@@ -663,26 +663,26 @@ strict digraph  {
 "125 PNASNet/Sequential[layer1]/CellB[4]/SymmetricQuantizer/symmetric_quantize_1" -> "126 PNASNet/Sequential[layer1]/CellB[4]/cat_0";
 "126 PNASNet/Sequential[layer1]/CellB[4]/cat_0" -> "128 PNASNet/Sequential[layer1]/CellB[4]/NNCFConv2d[conv2]/conv2d_0";
 "127 PNASNet/Sequential[layer1]/CellB[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "128 PNASNet/Sequential[layer1]/CellB[4]/NNCFConv2d[conv2]/conv2d_0";
-"128 PNASNet/Sequential[layer1]/CellB[4]/NNCFConv2d[conv2]/conv2d_0" -> "129 PNASNet/Sequential[layer1]/CellB[4]/BatchNorm2d[bn2]/batch_norm_0";
-"129 PNASNet/Sequential[layer1]/CellB[4]/BatchNorm2d[bn2]/batch_norm_0" -> "130 PNASNet/Sequential[layer1]/CellB[4]/relu_2";
+"128 PNASNet/Sequential[layer1]/CellB[4]/NNCFConv2d[conv2]/conv2d_0" -> "129 PNASNet/Sequential[layer1]/CellB[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"129 PNASNet/Sequential[layer1]/CellB[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "130 PNASNet/Sequential[layer1]/CellB[4]/relu_2";
 "130 PNASNet/Sequential[layer1]/CellB[4]/relu_2" -> "131 PNASNet/Sequential[layer1]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2";
 "131 PNASNet/Sequential[layer1]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2" -> "133 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "131 PNASNet/Sequential[layer1]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2" -> "137 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "131 PNASNet/Sequential[layer1]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2" -> "140 PNASNet/Sequential[layer1]/CellB[5]/max_pool2d_0";
 "131 PNASNet/Sequential[layer1]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2" -> "142 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "132 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "133 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"133 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "134 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"134 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "135 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"135 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "145 PNASNet/Sequential[layer1]/CellB[5]/__add___0";
+"133 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "134 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"134 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "135 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"135 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "145 PNASNet/Sequential[layer1]/CellB[5]/__add___0";
 "136 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "137 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"137 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "138 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"138 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "139 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"139 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "145 PNASNet/Sequential[layer1]/CellB[5]/__add___0";
+"137 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "138 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"138 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "139 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"139 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "145 PNASNet/Sequential[layer1]/CellB[5]/__add___0";
 "140 PNASNet/Sequential[layer1]/CellB[5]/max_pool2d_0" -> "148 PNASNet/Sequential[layer1]/CellB[5]/__add___1";
 "141 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "142 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"142 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "143 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"143 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "144 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"144 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "148 PNASNet/Sequential[layer1]/CellB[5]/__add___1";
+"142 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "143 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"143 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "144 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"144 PNASNet/Sequential[layer1]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "148 PNASNet/Sequential[layer1]/CellB[5]/__add___1";
 "145 PNASNet/Sequential[layer1]/CellB[5]/__add___0" -> "146 PNASNet/Sequential[layer1]/CellB[5]/relu_0";
 "146 PNASNet/Sequential[layer1]/CellB[5]/relu_0" -> "147 PNASNet/Sequential[layer1]/CellB[5]/SymmetricQuantizer/symmetric_quantize_0";
 "147 PNASNet/Sequential[layer1]/CellB[5]/SymmetricQuantizer/symmetric_quantize_0" -> "151 PNASNet/Sequential[layer1]/CellB[5]/cat_0";
@@ -691,30 +691,30 @@ strict digraph  {
 "150 PNASNet/Sequential[layer1]/CellB[5]/SymmetricQuantizer/symmetric_quantize_1" -> "151 PNASNet/Sequential[layer1]/CellB[5]/cat_0";
 "151 PNASNet/Sequential[layer1]/CellB[5]/cat_0" -> "153 PNASNet/Sequential[layer1]/CellB[5]/NNCFConv2d[conv2]/conv2d_0";
 "152 PNASNet/Sequential[layer1]/CellB[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "153 PNASNet/Sequential[layer1]/CellB[5]/NNCFConv2d[conv2]/conv2d_0";
-"153 PNASNet/Sequential[layer1]/CellB[5]/NNCFConv2d[conv2]/conv2d_0" -> "154 PNASNet/Sequential[layer1]/CellB[5]/BatchNorm2d[bn2]/batch_norm_0";
-"154 PNASNet/Sequential[layer1]/CellB[5]/BatchNorm2d[bn2]/batch_norm_0" -> "155 PNASNet/Sequential[layer1]/CellB[5]/relu_2";
+"153 PNASNet/Sequential[layer1]/CellB[5]/NNCFConv2d[conv2]/conv2d_0" -> "154 PNASNet/Sequential[layer1]/CellB[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"154 PNASNet/Sequential[layer1]/CellB[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "155 PNASNet/Sequential[layer1]/CellB[5]/relu_2";
 "155 PNASNet/Sequential[layer1]/CellB[5]/relu_2" -> "156 PNASNet/Sequential[layer1]/CellB[5]/SymmetricQuantizer/symmetric_quantize_2";
 "156 PNASNet/Sequential[layer1]/CellB[5]/SymmetricQuantizer/symmetric_quantize_2" -> "158 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "156 PNASNet/Sequential[layer1]/CellB[5]/SymmetricQuantizer/symmetric_quantize_2" -> "162 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "156 PNASNet/Sequential[layer1]/CellB[5]/SymmetricQuantizer/symmetric_quantize_2" -> "165 PNASNet/CellB[layer2]/max_pool2d_0";
 "156 PNASNet/Sequential[layer1]/CellB[5]/SymmetricQuantizer/symmetric_quantize_2" -> "171 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "157 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "158 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"158 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "159 PNASNet/CellB[layer2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"159 PNASNet/CellB[layer2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "160 PNASNet/CellB[layer2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"160 PNASNet/CellB[layer2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "174 PNASNet/CellB[layer2]/__add___0";
+"158 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "159 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"159 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "160 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"160 PNASNet/CellB[layer2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "174 PNASNet/CellB[layer2]/__add___0";
 "161 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "162 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"162 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "163 PNASNet/CellB[layer2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"163 PNASNet/CellB[layer2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "164 PNASNet/CellB[layer2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"164 PNASNet/CellB[layer2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "174 PNASNet/CellB[layer2]/__add___0";
+"162 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "163 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"163 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "164 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"164 PNASNet/CellB[layer2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "174 PNASNet/CellB[layer2]/__add___0";
 "165 PNASNet/CellB[layer2]/max_pool2d_0" -> "167 PNASNet/CellB[layer2]/NNCFConv2d[conv1]/conv2d_0";
 "166 PNASNet/CellB[layer2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "167 PNASNet/CellB[layer2]/NNCFConv2d[conv1]/conv2d_0";
-"167 PNASNet/CellB[layer2]/NNCFConv2d[conv1]/conv2d_0" -> "168 PNASNet/CellB[layer2]/BatchNorm2d[bn1]/batch_norm_0";
-"168 PNASNet/CellB[layer2]/BatchNorm2d[bn1]/batch_norm_0" -> "169 PNASNet/CellB[layer2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"169 PNASNet/CellB[layer2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "177 PNASNet/CellB[layer2]/__add___1";
+"167 PNASNet/CellB[layer2]/NNCFConv2d[conv1]/conv2d_0" -> "168 PNASNet/CellB[layer2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"168 PNASNet/CellB[layer2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "169 PNASNet/CellB[layer2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"169 PNASNet/CellB[layer2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "177 PNASNet/CellB[layer2]/__add___1";
 "170 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "171 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"171 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "172 PNASNet/CellB[layer2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"172 PNASNet/CellB[layer2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "173 PNASNet/CellB[layer2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"173 PNASNet/CellB[layer2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "177 PNASNet/CellB[layer2]/__add___1";
+"171 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "172 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"172 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "173 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"173 PNASNet/CellB[layer2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "177 PNASNet/CellB[layer2]/__add___1";
 "174 PNASNet/CellB[layer2]/__add___0" -> "175 PNASNet/CellB[layer2]/relu_0";
 "175 PNASNet/CellB[layer2]/relu_0" -> "176 PNASNet/CellB[layer2]/SymmetricQuantizer/symmetric_quantize_0";
 "176 PNASNet/CellB[layer2]/SymmetricQuantizer/symmetric_quantize_0" -> "180 PNASNet/CellB[layer2]/cat_0";
@@ -723,26 +723,26 @@ strict digraph  {
 "179 PNASNet/CellB[layer2]/SymmetricQuantizer/symmetric_quantize_1" -> "180 PNASNet/CellB[layer2]/cat_0";
 "180 PNASNet/CellB[layer2]/cat_0" -> "182 PNASNet/CellB[layer2]/NNCFConv2d[conv2]/conv2d_0";
 "181 PNASNet/CellB[layer2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "182 PNASNet/CellB[layer2]/NNCFConv2d[conv2]/conv2d_0";
-"182 PNASNet/CellB[layer2]/NNCFConv2d[conv2]/conv2d_0" -> "183 PNASNet/CellB[layer2]/BatchNorm2d[bn2]/batch_norm_0";
-"183 PNASNet/CellB[layer2]/BatchNorm2d[bn2]/batch_norm_0" -> "184 PNASNet/CellB[layer2]/relu_2";
+"182 PNASNet/CellB[layer2]/NNCFConv2d[conv2]/conv2d_0" -> "183 PNASNet/CellB[layer2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"183 PNASNet/CellB[layer2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "184 PNASNet/CellB[layer2]/relu_2";
 "184 PNASNet/CellB[layer2]/relu_2" -> "185 PNASNet/CellB[layer2]/SymmetricQuantizer/symmetric_quantize_2";
 "185 PNASNet/CellB[layer2]/SymmetricQuantizer/symmetric_quantize_2" -> "187 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "185 PNASNet/CellB[layer2]/SymmetricQuantizer/symmetric_quantize_2" -> "191 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "185 PNASNet/CellB[layer2]/SymmetricQuantizer/symmetric_quantize_2" -> "194 PNASNet/Sequential[layer3]/CellB[0]/max_pool2d_0";
 "185 PNASNet/CellB[layer2]/SymmetricQuantizer/symmetric_quantize_2" -> "196 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "186 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "187 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"187 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "188 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"188 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "189 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"189 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "199 PNASNet/Sequential[layer3]/CellB[0]/__add___0";
+"187 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "188 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"188 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "189 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"189 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "199 PNASNet/Sequential[layer3]/CellB[0]/__add___0";
 "190 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "191 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"191 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "192 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"192 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "193 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"193 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "199 PNASNet/Sequential[layer3]/CellB[0]/__add___0";
+"191 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "192 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"192 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "193 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"193 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "199 PNASNet/Sequential[layer3]/CellB[0]/__add___0";
 "194 PNASNet/Sequential[layer3]/CellB[0]/max_pool2d_0" -> "202 PNASNet/Sequential[layer3]/CellB[0]/__add___1";
 "195 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "196 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"196 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "197 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"197 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "198 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"198 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "202 PNASNet/Sequential[layer3]/CellB[0]/__add___1";
+"196 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "197 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"197 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "198 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"198 PNASNet/Sequential[layer3]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "202 PNASNet/Sequential[layer3]/CellB[0]/__add___1";
 "199 PNASNet/Sequential[layer3]/CellB[0]/__add___0" -> "200 PNASNet/Sequential[layer3]/CellB[0]/relu_0";
 "200 PNASNet/Sequential[layer3]/CellB[0]/relu_0" -> "201 PNASNet/Sequential[layer3]/CellB[0]/SymmetricQuantizer/symmetric_quantize_0";
 "201 PNASNet/Sequential[layer3]/CellB[0]/SymmetricQuantizer/symmetric_quantize_0" -> "205 PNASNet/Sequential[layer3]/CellB[0]/cat_0";
@@ -751,26 +751,26 @@ strict digraph  {
 "204 PNASNet/Sequential[layer3]/CellB[0]/SymmetricQuantizer/symmetric_quantize_1" -> "205 PNASNet/Sequential[layer3]/CellB[0]/cat_0";
 "205 PNASNet/Sequential[layer3]/CellB[0]/cat_0" -> "207 PNASNet/Sequential[layer3]/CellB[0]/NNCFConv2d[conv2]/conv2d_0";
 "206 PNASNet/Sequential[layer3]/CellB[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "207 PNASNet/Sequential[layer3]/CellB[0]/NNCFConv2d[conv2]/conv2d_0";
-"207 PNASNet/Sequential[layer3]/CellB[0]/NNCFConv2d[conv2]/conv2d_0" -> "208 PNASNet/Sequential[layer3]/CellB[0]/BatchNorm2d[bn2]/batch_norm_0";
-"208 PNASNet/Sequential[layer3]/CellB[0]/BatchNorm2d[bn2]/batch_norm_0" -> "209 PNASNet/Sequential[layer3]/CellB[0]/relu_2";
+"207 PNASNet/Sequential[layer3]/CellB[0]/NNCFConv2d[conv2]/conv2d_0" -> "208 PNASNet/Sequential[layer3]/CellB[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"208 PNASNet/Sequential[layer3]/CellB[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "209 PNASNet/Sequential[layer3]/CellB[0]/relu_2";
 "209 PNASNet/Sequential[layer3]/CellB[0]/relu_2" -> "210 PNASNet/Sequential[layer3]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2";
 "210 PNASNet/Sequential[layer3]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2" -> "212 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "210 PNASNet/Sequential[layer3]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2" -> "216 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "210 PNASNet/Sequential[layer3]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2" -> "219 PNASNet/Sequential[layer3]/CellB[1]/max_pool2d_0";
 "210 PNASNet/Sequential[layer3]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2" -> "221 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "211 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "212 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"212 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "213 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"213 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "214 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"214 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "224 PNASNet/Sequential[layer3]/CellB[1]/__add___0";
+"212 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "213 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"213 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "214 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"214 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "224 PNASNet/Sequential[layer3]/CellB[1]/__add___0";
 "215 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "216 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"216 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "217 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"217 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "218 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"218 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "224 PNASNet/Sequential[layer3]/CellB[1]/__add___0";
+"216 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "217 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"217 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "218 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"218 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "224 PNASNet/Sequential[layer3]/CellB[1]/__add___0";
 "219 PNASNet/Sequential[layer3]/CellB[1]/max_pool2d_0" -> "227 PNASNet/Sequential[layer3]/CellB[1]/__add___1";
 "220 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "221 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"221 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "222 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"222 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "223 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"223 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "227 PNASNet/Sequential[layer3]/CellB[1]/__add___1";
+"221 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "222 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"222 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "223 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"223 PNASNet/Sequential[layer3]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "227 PNASNet/Sequential[layer3]/CellB[1]/__add___1";
 "224 PNASNet/Sequential[layer3]/CellB[1]/__add___0" -> "225 PNASNet/Sequential[layer3]/CellB[1]/relu_0";
 "225 PNASNet/Sequential[layer3]/CellB[1]/relu_0" -> "226 PNASNet/Sequential[layer3]/CellB[1]/SymmetricQuantizer/symmetric_quantize_0";
 "226 PNASNet/Sequential[layer3]/CellB[1]/SymmetricQuantizer/symmetric_quantize_0" -> "230 PNASNet/Sequential[layer3]/CellB[1]/cat_0";
@@ -779,26 +779,26 @@ strict digraph  {
 "229 PNASNet/Sequential[layer3]/CellB[1]/SymmetricQuantizer/symmetric_quantize_1" -> "230 PNASNet/Sequential[layer3]/CellB[1]/cat_0";
 "230 PNASNet/Sequential[layer3]/CellB[1]/cat_0" -> "232 PNASNet/Sequential[layer3]/CellB[1]/NNCFConv2d[conv2]/conv2d_0";
 "231 PNASNet/Sequential[layer3]/CellB[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "232 PNASNet/Sequential[layer3]/CellB[1]/NNCFConv2d[conv2]/conv2d_0";
-"232 PNASNet/Sequential[layer3]/CellB[1]/NNCFConv2d[conv2]/conv2d_0" -> "233 PNASNet/Sequential[layer3]/CellB[1]/BatchNorm2d[bn2]/batch_norm_0";
-"233 PNASNet/Sequential[layer3]/CellB[1]/BatchNorm2d[bn2]/batch_norm_0" -> "234 PNASNet/Sequential[layer3]/CellB[1]/relu_2";
+"232 PNASNet/Sequential[layer3]/CellB[1]/NNCFConv2d[conv2]/conv2d_0" -> "233 PNASNet/Sequential[layer3]/CellB[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"233 PNASNet/Sequential[layer3]/CellB[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "234 PNASNet/Sequential[layer3]/CellB[1]/relu_2";
 "234 PNASNet/Sequential[layer3]/CellB[1]/relu_2" -> "235 PNASNet/Sequential[layer3]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2";
 "235 PNASNet/Sequential[layer3]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2" -> "237 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "235 PNASNet/Sequential[layer3]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2" -> "241 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "235 PNASNet/Sequential[layer3]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2" -> "244 PNASNet/Sequential[layer3]/CellB[2]/max_pool2d_0";
 "235 PNASNet/Sequential[layer3]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2" -> "246 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "236 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "237 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"237 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "238 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"238 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "239 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"239 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "249 PNASNet/Sequential[layer3]/CellB[2]/__add___0";
+"237 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "238 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"238 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "239 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"239 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "249 PNASNet/Sequential[layer3]/CellB[2]/__add___0";
 "240 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "241 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"241 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "242 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"242 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "243 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"243 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "249 PNASNet/Sequential[layer3]/CellB[2]/__add___0";
+"241 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "242 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"242 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "243 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"243 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "249 PNASNet/Sequential[layer3]/CellB[2]/__add___0";
 "244 PNASNet/Sequential[layer3]/CellB[2]/max_pool2d_0" -> "252 PNASNet/Sequential[layer3]/CellB[2]/__add___1";
 "245 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "246 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"246 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "247 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"247 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "248 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"248 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "252 PNASNet/Sequential[layer3]/CellB[2]/__add___1";
+"246 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "247 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"247 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "248 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"248 PNASNet/Sequential[layer3]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "252 PNASNet/Sequential[layer3]/CellB[2]/__add___1";
 "249 PNASNet/Sequential[layer3]/CellB[2]/__add___0" -> "250 PNASNet/Sequential[layer3]/CellB[2]/relu_0";
 "250 PNASNet/Sequential[layer3]/CellB[2]/relu_0" -> "251 PNASNet/Sequential[layer3]/CellB[2]/SymmetricQuantizer/symmetric_quantize_0";
 "251 PNASNet/Sequential[layer3]/CellB[2]/SymmetricQuantizer/symmetric_quantize_0" -> "255 PNASNet/Sequential[layer3]/CellB[2]/cat_0";
@@ -807,26 +807,26 @@ strict digraph  {
 "254 PNASNet/Sequential[layer3]/CellB[2]/SymmetricQuantizer/symmetric_quantize_1" -> "255 PNASNet/Sequential[layer3]/CellB[2]/cat_0";
 "255 PNASNet/Sequential[layer3]/CellB[2]/cat_0" -> "257 PNASNet/Sequential[layer3]/CellB[2]/NNCFConv2d[conv2]/conv2d_0";
 "256 PNASNet/Sequential[layer3]/CellB[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "257 PNASNet/Sequential[layer3]/CellB[2]/NNCFConv2d[conv2]/conv2d_0";
-"257 PNASNet/Sequential[layer3]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" -> "258 PNASNet/Sequential[layer3]/CellB[2]/BatchNorm2d[bn2]/batch_norm_0";
-"258 PNASNet/Sequential[layer3]/CellB[2]/BatchNorm2d[bn2]/batch_norm_0" -> "259 PNASNet/Sequential[layer3]/CellB[2]/relu_2";
+"257 PNASNet/Sequential[layer3]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" -> "258 PNASNet/Sequential[layer3]/CellB[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"258 PNASNet/Sequential[layer3]/CellB[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "259 PNASNet/Sequential[layer3]/CellB[2]/relu_2";
 "259 PNASNet/Sequential[layer3]/CellB[2]/relu_2" -> "260 PNASNet/Sequential[layer3]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2";
 "260 PNASNet/Sequential[layer3]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2" -> "262 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "260 PNASNet/Sequential[layer3]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2" -> "266 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "260 PNASNet/Sequential[layer3]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2" -> "269 PNASNet/Sequential[layer3]/CellB[3]/max_pool2d_0";
 "260 PNASNet/Sequential[layer3]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2" -> "271 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "261 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "262 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"262 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "263 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"263 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "264 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"264 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "274 PNASNet/Sequential[layer3]/CellB[3]/__add___0";
+"262 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "263 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"263 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "264 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"264 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "274 PNASNet/Sequential[layer3]/CellB[3]/__add___0";
 "265 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "266 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"266 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "267 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"267 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "268 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"268 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "274 PNASNet/Sequential[layer3]/CellB[3]/__add___0";
+"266 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "267 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"267 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "268 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"268 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "274 PNASNet/Sequential[layer3]/CellB[3]/__add___0";
 "269 PNASNet/Sequential[layer3]/CellB[3]/max_pool2d_0" -> "277 PNASNet/Sequential[layer3]/CellB[3]/__add___1";
 "270 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "271 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"271 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "272 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"272 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "273 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"273 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "277 PNASNet/Sequential[layer3]/CellB[3]/__add___1";
+"271 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "272 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"272 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "273 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"273 PNASNet/Sequential[layer3]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "277 PNASNet/Sequential[layer3]/CellB[3]/__add___1";
 "274 PNASNet/Sequential[layer3]/CellB[3]/__add___0" -> "275 PNASNet/Sequential[layer3]/CellB[3]/relu_0";
 "275 PNASNet/Sequential[layer3]/CellB[3]/relu_0" -> "276 PNASNet/Sequential[layer3]/CellB[3]/SymmetricQuantizer/symmetric_quantize_0";
 "276 PNASNet/Sequential[layer3]/CellB[3]/SymmetricQuantizer/symmetric_quantize_0" -> "280 PNASNet/Sequential[layer3]/CellB[3]/cat_0";
@@ -835,26 +835,26 @@ strict digraph  {
 "279 PNASNet/Sequential[layer3]/CellB[3]/SymmetricQuantizer/symmetric_quantize_1" -> "280 PNASNet/Sequential[layer3]/CellB[3]/cat_0";
 "280 PNASNet/Sequential[layer3]/CellB[3]/cat_0" -> "282 PNASNet/Sequential[layer3]/CellB[3]/NNCFConv2d[conv2]/conv2d_0";
 "281 PNASNet/Sequential[layer3]/CellB[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "282 PNASNet/Sequential[layer3]/CellB[3]/NNCFConv2d[conv2]/conv2d_0";
-"282 PNASNet/Sequential[layer3]/CellB[3]/NNCFConv2d[conv2]/conv2d_0" -> "283 PNASNet/Sequential[layer3]/CellB[3]/BatchNorm2d[bn2]/batch_norm_0";
-"283 PNASNet/Sequential[layer3]/CellB[3]/BatchNorm2d[bn2]/batch_norm_0" -> "284 PNASNet/Sequential[layer3]/CellB[3]/relu_2";
+"282 PNASNet/Sequential[layer3]/CellB[3]/NNCFConv2d[conv2]/conv2d_0" -> "283 PNASNet/Sequential[layer3]/CellB[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"283 PNASNet/Sequential[layer3]/CellB[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "284 PNASNet/Sequential[layer3]/CellB[3]/relu_2";
 "284 PNASNet/Sequential[layer3]/CellB[3]/relu_2" -> "285 PNASNet/Sequential[layer3]/CellB[3]/SymmetricQuantizer/symmetric_quantize_2";
 "285 PNASNet/Sequential[layer3]/CellB[3]/SymmetricQuantizer/symmetric_quantize_2" -> "287 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "285 PNASNet/Sequential[layer3]/CellB[3]/SymmetricQuantizer/symmetric_quantize_2" -> "291 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "285 PNASNet/Sequential[layer3]/CellB[3]/SymmetricQuantizer/symmetric_quantize_2" -> "294 PNASNet/Sequential[layer3]/CellB[4]/max_pool2d_0";
 "285 PNASNet/Sequential[layer3]/CellB[3]/SymmetricQuantizer/symmetric_quantize_2" -> "296 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "286 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "287 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"287 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "288 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"288 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "289 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"289 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "299 PNASNet/Sequential[layer3]/CellB[4]/__add___0";
+"287 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "288 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"288 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "289 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"289 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "299 PNASNet/Sequential[layer3]/CellB[4]/__add___0";
 "290 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "291 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"291 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "292 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"292 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "293 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"293 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "299 PNASNet/Sequential[layer3]/CellB[4]/__add___0";
+"291 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "292 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"292 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "293 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"293 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "299 PNASNet/Sequential[layer3]/CellB[4]/__add___0";
 "294 PNASNet/Sequential[layer3]/CellB[4]/max_pool2d_0" -> "302 PNASNet/Sequential[layer3]/CellB[4]/__add___1";
 "295 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "296 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"296 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "297 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"297 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "298 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"298 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "302 PNASNet/Sequential[layer3]/CellB[4]/__add___1";
+"296 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "297 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"297 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "298 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"298 PNASNet/Sequential[layer3]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "302 PNASNet/Sequential[layer3]/CellB[4]/__add___1";
 "299 PNASNet/Sequential[layer3]/CellB[4]/__add___0" -> "300 PNASNet/Sequential[layer3]/CellB[4]/relu_0";
 "300 PNASNet/Sequential[layer3]/CellB[4]/relu_0" -> "301 PNASNet/Sequential[layer3]/CellB[4]/SymmetricQuantizer/symmetric_quantize_0";
 "301 PNASNet/Sequential[layer3]/CellB[4]/SymmetricQuantizer/symmetric_quantize_0" -> "305 PNASNet/Sequential[layer3]/CellB[4]/cat_0";
@@ -863,26 +863,26 @@ strict digraph  {
 "304 PNASNet/Sequential[layer3]/CellB[4]/SymmetricQuantizer/symmetric_quantize_1" -> "305 PNASNet/Sequential[layer3]/CellB[4]/cat_0";
 "305 PNASNet/Sequential[layer3]/CellB[4]/cat_0" -> "307 PNASNet/Sequential[layer3]/CellB[4]/NNCFConv2d[conv2]/conv2d_0";
 "306 PNASNet/Sequential[layer3]/CellB[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "307 PNASNet/Sequential[layer3]/CellB[4]/NNCFConv2d[conv2]/conv2d_0";
-"307 PNASNet/Sequential[layer3]/CellB[4]/NNCFConv2d[conv2]/conv2d_0" -> "308 PNASNet/Sequential[layer3]/CellB[4]/BatchNorm2d[bn2]/batch_norm_0";
-"308 PNASNet/Sequential[layer3]/CellB[4]/BatchNorm2d[bn2]/batch_norm_0" -> "309 PNASNet/Sequential[layer3]/CellB[4]/relu_2";
+"307 PNASNet/Sequential[layer3]/CellB[4]/NNCFConv2d[conv2]/conv2d_0" -> "308 PNASNet/Sequential[layer3]/CellB[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"308 PNASNet/Sequential[layer3]/CellB[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "309 PNASNet/Sequential[layer3]/CellB[4]/relu_2";
 "309 PNASNet/Sequential[layer3]/CellB[4]/relu_2" -> "310 PNASNet/Sequential[layer3]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2";
 "310 PNASNet/Sequential[layer3]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2" -> "312 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "310 PNASNet/Sequential[layer3]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2" -> "316 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "310 PNASNet/Sequential[layer3]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2" -> "319 PNASNet/Sequential[layer3]/CellB[5]/max_pool2d_0";
 "310 PNASNet/Sequential[layer3]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2" -> "321 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "311 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "312 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"312 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "313 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"313 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "314 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"314 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "324 PNASNet/Sequential[layer3]/CellB[5]/__add___0";
+"312 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "313 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"313 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "314 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"314 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "324 PNASNet/Sequential[layer3]/CellB[5]/__add___0";
 "315 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "316 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"316 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "317 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"317 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "318 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"318 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "324 PNASNet/Sequential[layer3]/CellB[5]/__add___0";
+"316 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "317 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"317 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "318 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"318 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "324 PNASNet/Sequential[layer3]/CellB[5]/__add___0";
 "319 PNASNet/Sequential[layer3]/CellB[5]/max_pool2d_0" -> "327 PNASNet/Sequential[layer3]/CellB[5]/__add___1";
 "320 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "321 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"321 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "322 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"322 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "323 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"323 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "327 PNASNet/Sequential[layer3]/CellB[5]/__add___1";
+"321 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "322 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"322 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "323 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"323 PNASNet/Sequential[layer3]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "327 PNASNet/Sequential[layer3]/CellB[5]/__add___1";
 "324 PNASNet/Sequential[layer3]/CellB[5]/__add___0" -> "325 PNASNet/Sequential[layer3]/CellB[5]/relu_0";
 "325 PNASNet/Sequential[layer3]/CellB[5]/relu_0" -> "326 PNASNet/Sequential[layer3]/CellB[5]/SymmetricQuantizer/symmetric_quantize_0";
 "326 PNASNet/Sequential[layer3]/CellB[5]/SymmetricQuantizer/symmetric_quantize_0" -> "330 PNASNet/Sequential[layer3]/CellB[5]/cat_0";
@@ -891,30 +891,30 @@ strict digraph  {
 "329 PNASNet/Sequential[layer3]/CellB[5]/SymmetricQuantizer/symmetric_quantize_1" -> "330 PNASNet/Sequential[layer3]/CellB[5]/cat_0";
 "330 PNASNet/Sequential[layer3]/CellB[5]/cat_0" -> "332 PNASNet/Sequential[layer3]/CellB[5]/NNCFConv2d[conv2]/conv2d_0";
 "331 PNASNet/Sequential[layer3]/CellB[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "332 PNASNet/Sequential[layer3]/CellB[5]/NNCFConv2d[conv2]/conv2d_0";
-"332 PNASNet/Sequential[layer3]/CellB[5]/NNCFConv2d[conv2]/conv2d_0" -> "333 PNASNet/Sequential[layer3]/CellB[5]/BatchNorm2d[bn2]/batch_norm_0";
-"333 PNASNet/Sequential[layer3]/CellB[5]/BatchNorm2d[bn2]/batch_norm_0" -> "334 PNASNet/Sequential[layer3]/CellB[5]/relu_2";
+"332 PNASNet/Sequential[layer3]/CellB[5]/NNCFConv2d[conv2]/conv2d_0" -> "333 PNASNet/Sequential[layer3]/CellB[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"333 PNASNet/Sequential[layer3]/CellB[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "334 PNASNet/Sequential[layer3]/CellB[5]/relu_2";
 "334 PNASNet/Sequential[layer3]/CellB[5]/relu_2" -> "335 PNASNet/Sequential[layer3]/CellB[5]/SymmetricQuantizer/symmetric_quantize_2";
 "335 PNASNet/Sequential[layer3]/CellB[5]/SymmetricQuantizer/symmetric_quantize_2" -> "337 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "335 PNASNet/Sequential[layer3]/CellB[5]/SymmetricQuantizer/symmetric_quantize_2" -> "341 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "335 PNASNet/Sequential[layer3]/CellB[5]/SymmetricQuantizer/symmetric_quantize_2" -> "344 PNASNet/CellB[layer4]/max_pool2d_0";
 "335 PNASNet/Sequential[layer3]/CellB[5]/SymmetricQuantizer/symmetric_quantize_2" -> "350 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "336 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "337 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"337 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "338 PNASNet/CellB[layer4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"338 PNASNet/CellB[layer4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "339 PNASNet/CellB[layer4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"339 PNASNet/CellB[layer4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "353 PNASNet/CellB[layer4]/__add___0";
+"337 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "338 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"338 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "339 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"339 PNASNet/CellB[layer4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "353 PNASNet/CellB[layer4]/__add___0";
 "340 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "341 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"341 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "342 PNASNet/CellB[layer4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"342 PNASNet/CellB[layer4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "343 PNASNet/CellB[layer4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"343 PNASNet/CellB[layer4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "353 PNASNet/CellB[layer4]/__add___0";
+"341 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "342 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"342 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "343 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"343 PNASNet/CellB[layer4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "353 PNASNet/CellB[layer4]/__add___0";
 "344 PNASNet/CellB[layer4]/max_pool2d_0" -> "346 PNASNet/CellB[layer4]/NNCFConv2d[conv1]/conv2d_0";
 "345 PNASNet/CellB[layer4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "346 PNASNet/CellB[layer4]/NNCFConv2d[conv1]/conv2d_0";
-"346 PNASNet/CellB[layer4]/NNCFConv2d[conv1]/conv2d_0" -> "347 PNASNet/CellB[layer4]/BatchNorm2d[bn1]/batch_norm_0";
-"347 PNASNet/CellB[layer4]/BatchNorm2d[bn1]/batch_norm_0" -> "348 PNASNet/CellB[layer4]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"348 PNASNet/CellB[layer4]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "356 PNASNet/CellB[layer4]/__add___1";
+"346 PNASNet/CellB[layer4]/NNCFConv2d[conv1]/conv2d_0" -> "347 PNASNet/CellB[layer4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"347 PNASNet/CellB[layer4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "348 PNASNet/CellB[layer4]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"348 PNASNet/CellB[layer4]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "356 PNASNet/CellB[layer4]/__add___1";
 "349 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "350 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"350 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "351 PNASNet/CellB[layer4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"351 PNASNet/CellB[layer4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "352 PNASNet/CellB[layer4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"352 PNASNet/CellB[layer4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "356 PNASNet/CellB[layer4]/__add___1";
+"350 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "351 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"351 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "352 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"352 PNASNet/CellB[layer4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "356 PNASNet/CellB[layer4]/__add___1";
 "353 PNASNet/CellB[layer4]/__add___0" -> "354 PNASNet/CellB[layer4]/relu_0";
 "354 PNASNet/CellB[layer4]/relu_0" -> "355 PNASNet/CellB[layer4]/SymmetricQuantizer/symmetric_quantize_0";
 "355 PNASNet/CellB[layer4]/SymmetricQuantizer/symmetric_quantize_0" -> "359 PNASNet/CellB[layer4]/cat_0";
@@ -923,26 +923,26 @@ strict digraph  {
 "358 PNASNet/CellB[layer4]/SymmetricQuantizer/symmetric_quantize_1" -> "359 PNASNet/CellB[layer4]/cat_0";
 "359 PNASNet/CellB[layer4]/cat_0" -> "361 PNASNet/CellB[layer4]/NNCFConv2d[conv2]/conv2d_0";
 "360 PNASNet/CellB[layer4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "361 PNASNet/CellB[layer4]/NNCFConv2d[conv2]/conv2d_0";
-"361 PNASNet/CellB[layer4]/NNCFConv2d[conv2]/conv2d_0" -> "362 PNASNet/CellB[layer4]/BatchNorm2d[bn2]/batch_norm_0";
-"362 PNASNet/CellB[layer4]/BatchNorm2d[bn2]/batch_norm_0" -> "363 PNASNet/CellB[layer4]/relu_2";
+"361 PNASNet/CellB[layer4]/NNCFConv2d[conv2]/conv2d_0" -> "362 PNASNet/CellB[layer4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"362 PNASNet/CellB[layer4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "363 PNASNet/CellB[layer4]/relu_2";
 "363 PNASNet/CellB[layer4]/relu_2" -> "364 PNASNet/CellB[layer4]/SymmetricQuantizer/symmetric_quantize_2";
 "364 PNASNet/CellB[layer4]/SymmetricQuantizer/symmetric_quantize_2" -> "366 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "364 PNASNet/CellB[layer4]/SymmetricQuantizer/symmetric_quantize_2" -> "370 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "364 PNASNet/CellB[layer4]/SymmetricQuantizer/symmetric_quantize_2" -> "373 PNASNet/Sequential[layer5]/CellB[0]/max_pool2d_0";
 "364 PNASNet/CellB[layer4]/SymmetricQuantizer/symmetric_quantize_2" -> "375 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "365 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "366 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"366 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "367 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"367 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "368 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"368 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "378 PNASNet/Sequential[layer5]/CellB[0]/__add___0";
+"366 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "367 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"367 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "368 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"368 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "378 PNASNet/Sequential[layer5]/CellB[0]/__add___0";
 "369 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "370 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"370 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "371 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"371 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "372 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"372 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "378 PNASNet/Sequential[layer5]/CellB[0]/__add___0";
+"370 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "371 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"371 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "372 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"372 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "378 PNASNet/Sequential[layer5]/CellB[0]/__add___0";
 "373 PNASNet/Sequential[layer5]/CellB[0]/max_pool2d_0" -> "381 PNASNet/Sequential[layer5]/CellB[0]/__add___1";
 "374 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "375 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"375 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "376 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"376 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "377 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"377 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "381 PNASNet/Sequential[layer5]/CellB[0]/__add___1";
+"375 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "376 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"376 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "377 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"377 PNASNet/Sequential[layer5]/CellB[0]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "381 PNASNet/Sequential[layer5]/CellB[0]/__add___1";
 "378 PNASNet/Sequential[layer5]/CellB[0]/__add___0" -> "379 PNASNet/Sequential[layer5]/CellB[0]/relu_0";
 "379 PNASNet/Sequential[layer5]/CellB[0]/relu_0" -> "380 PNASNet/Sequential[layer5]/CellB[0]/SymmetricQuantizer/symmetric_quantize_0";
 "380 PNASNet/Sequential[layer5]/CellB[0]/SymmetricQuantizer/symmetric_quantize_0" -> "384 PNASNet/Sequential[layer5]/CellB[0]/cat_0";
@@ -951,26 +951,26 @@ strict digraph  {
 "383 PNASNet/Sequential[layer5]/CellB[0]/SymmetricQuantizer/symmetric_quantize_1" -> "384 PNASNet/Sequential[layer5]/CellB[0]/cat_0";
 "384 PNASNet/Sequential[layer5]/CellB[0]/cat_0" -> "386 PNASNet/Sequential[layer5]/CellB[0]/NNCFConv2d[conv2]/conv2d_0";
 "385 PNASNet/Sequential[layer5]/CellB[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "386 PNASNet/Sequential[layer5]/CellB[0]/NNCFConv2d[conv2]/conv2d_0";
-"386 PNASNet/Sequential[layer5]/CellB[0]/NNCFConv2d[conv2]/conv2d_0" -> "387 PNASNet/Sequential[layer5]/CellB[0]/BatchNorm2d[bn2]/batch_norm_0";
-"387 PNASNet/Sequential[layer5]/CellB[0]/BatchNorm2d[bn2]/batch_norm_0" -> "388 PNASNet/Sequential[layer5]/CellB[0]/relu_2";
+"386 PNASNet/Sequential[layer5]/CellB[0]/NNCFConv2d[conv2]/conv2d_0" -> "387 PNASNet/Sequential[layer5]/CellB[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"387 PNASNet/Sequential[layer5]/CellB[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "388 PNASNet/Sequential[layer5]/CellB[0]/relu_2";
 "388 PNASNet/Sequential[layer5]/CellB[0]/relu_2" -> "389 PNASNet/Sequential[layer5]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2";
 "389 PNASNet/Sequential[layer5]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2" -> "391 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "389 PNASNet/Sequential[layer5]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2" -> "395 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "389 PNASNet/Sequential[layer5]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2" -> "398 PNASNet/Sequential[layer5]/CellB[1]/max_pool2d_0";
 "389 PNASNet/Sequential[layer5]/CellB[0]/SymmetricQuantizer/symmetric_quantize_2" -> "400 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "390 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "391 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"391 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "392 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"392 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "393 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"393 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "403 PNASNet/Sequential[layer5]/CellB[1]/__add___0";
+"391 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "392 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"392 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "393 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"393 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "403 PNASNet/Sequential[layer5]/CellB[1]/__add___0";
 "394 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "395 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"395 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "396 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"396 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "397 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"397 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "403 PNASNet/Sequential[layer5]/CellB[1]/__add___0";
+"395 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "396 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"396 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "397 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"397 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "403 PNASNet/Sequential[layer5]/CellB[1]/__add___0";
 "398 PNASNet/Sequential[layer5]/CellB[1]/max_pool2d_0" -> "406 PNASNet/Sequential[layer5]/CellB[1]/__add___1";
 "399 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "400 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"400 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "401 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"401 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "402 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"402 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "406 PNASNet/Sequential[layer5]/CellB[1]/__add___1";
+"400 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "401 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"401 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "402 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"402 PNASNet/Sequential[layer5]/CellB[1]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "406 PNASNet/Sequential[layer5]/CellB[1]/__add___1";
 "403 PNASNet/Sequential[layer5]/CellB[1]/__add___0" -> "404 PNASNet/Sequential[layer5]/CellB[1]/relu_0";
 "404 PNASNet/Sequential[layer5]/CellB[1]/relu_0" -> "405 PNASNet/Sequential[layer5]/CellB[1]/SymmetricQuantizer/symmetric_quantize_0";
 "405 PNASNet/Sequential[layer5]/CellB[1]/SymmetricQuantizer/symmetric_quantize_0" -> "409 PNASNet/Sequential[layer5]/CellB[1]/cat_0";
@@ -979,26 +979,26 @@ strict digraph  {
 "408 PNASNet/Sequential[layer5]/CellB[1]/SymmetricQuantizer/symmetric_quantize_1" -> "409 PNASNet/Sequential[layer5]/CellB[1]/cat_0";
 "409 PNASNet/Sequential[layer5]/CellB[1]/cat_0" -> "411 PNASNet/Sequential[layer5]/CellB[1]/NNCFConv2d[conv2]/conv2d_0";
 "410 PNASNet/Sequential[layer5]/CellB[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "411 PNASNet/Sequential[layer5]/CellB[1]/NNCFConv2d[conv2]/conv2d_0";
-"411 PNASNet/Sequential[layer5]/CellB[1]/NNCFConv2d[conv2]/conv2d_0" -> "412 PNASNet/Sequential[layer5]/CellB[1]/BatchNorm2d[bn2]/batch_norm_0";
-"412 PNASNet/Sequential[layer5]/CellB[1]/BatchNorm2d[bn2]/batch_norm_0" -> "413 PNASNet/Sequential[layer5]/CellB[1]/relu_2";
+"411 PNASNet/Sequential[layer5]/CellB[1]/NNCFConv2d[conv2]/conv2d_0" -> "412 PNASNet/Sequential[layer5]/CellB[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"412 PNASNet/Sequential[layer5]/CellB[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "413 PNASNet/Sequential[layer5]/CellB[1]/relu_2";
 "413 PNASNet/Sequential[layer5]/CellB[1]/relu_2" -> "414 PNASNet/Sequential[layer5]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2";
 "414 PNASNet/Sequential[layer5]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2" -> "416 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "414 PNASNet/Sequential[layer5]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2" -> "420 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "414 PNASNet/Sequential[layer5]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2" -> "423 PNASNet/Sequential[layer5]/CellB[2]/max_pool2d_0";
 "414 PNASNet/Sequential[layer5]/CellB[1]/SymmetricQuantizer/symmetric_quantize_2" -> "425 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "415 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "416 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"416 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "417 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"417 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "418 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"418 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "428 PNASNet/Sequential[layer5]/CellB[2]/__add___0";
+"416 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "417 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"417 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "418 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"418 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "428 PNASNet/Sequential[layer5]/CellB[2]/__add___0";
 "419 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "420 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"420 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "421 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"421 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "422 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"422 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "428 PNASNet/Sequential[layer5]/CellB[2]/__add___0";
+"420 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "421 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"421 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "422 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"422 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "428 PNASNet/Sequential[layer5]/CellB[2]/__add___0";
 "423 PNASNet/Sequential[layer5]/CellB[2]/max_pool2d_0" -> "431 PNASNet/Sequential[layer5]/CellB[2]/__add___1";
 "424 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "425 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"425 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "426 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"426 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "427 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"427 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "431 PNASNet/Sequential[layer5]/CellB[2]/__add___1";
+"425 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "426 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"426 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "427 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"427 PNASNet/Sequential[layer5]/CellB[2]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "431 PNASNet/Sequential[layer5]/CellB[2]/__add___1";
 "428 PNASNet/Sequential[layer5]/CellB[2]/__add___0" -> "429 PNASNet/Sequential[layer5]/CellB[2]/relu_0";
 "429 PNASNet/Sequential[layer5]/CellB[2]/relu_0" -> "430 PNASNet/Sequential[layer5]/CellB[2]/SymmetricQuantizer/symmetric_quantize_0";
 "430 PNASNet/Sequential[layer5]/CellB[2]/SymmetricQuantizer/symmetric_quantize_0" -> "434 PNASNet/Sequential[layer5]/CellB[2]/cat_0";
@@ -1007,26 +1007,26 @@ strict digraph  {
 "433 PNASNet/Sequential[layer5]/CellB[2]/SymmetricQuantizer/symmetric_quantize_1" -> "434 PNASNet/Sequential[layer5]/CellB[2]/cat_0";
 "434 PNASNet/Sequential[layer5]/CellB[2]/cat_0" -> "436 PNASNet/Sequential[layer5]/CellB[2]/NNCFConv2d[conv2]/conv2d_0";
 "435 PNASNet/Sequential[layer5]/CellB[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "436 PNASNet/Sequential[layer5]/CellB[2]/NNCFConv2d[conv2]/conv2d_0";
-"436 PNASNet/Sequential[layer5]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" -> "437 PNASNet/Sequential[layer5]/CellB[2]/BatchNorm2d[bn2]/batch_norm_0";
-"437 PNASNet/Sequential[layer5]/CellB[2]/BatchNorm2d[bn2]/batch_norm_0" -> "438 PNASNet/Sequential[layer5]/CellB[2]/relu_2";
+"436 PNASNet/Sequential[layer5]/CellB[2]/NNCFConv2d[conv2]/conv2d_0" -> "437 PNASNet/Sequential[layer5]/CellB[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"437 PNASNet/Sequential[layer5]/CellB[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "438 PNASNet/Sequential[layer5]/CellB[2]/relu_2";
 "438 PNASNet/Sequential[layer5]/CellB[2]/relu_2" -> "439 PNASNet/Sequential[layer5]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2";
 "439 PNASNet/Sequential[layer5]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2" -> "441 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "439 PNASNet/Sequential[layer5]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2" -> "445 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "439 PNASNet/Sequential[layer5]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2" -> "448 PNASNet/Sequential[layer5]/CellB[3]/max_pool2d_0";
 "439 PNASNet/Sequential[layer5]/CellB[2]/SymmetricQuantizer/symmetric_quantize_2" -> "450 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "440 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "441 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"441 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "442 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"442 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "443 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"443 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "453 PNASNet/Sequential[layer5]/CellB[3]/__add___0";
+"441 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "442 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"442 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "443 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"443 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "453 PNASNet/Sequential[layer5]/CellB[3]/__add___0";
 "444 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "445 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"445 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "446 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"446 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "447 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"447 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "453 PNASNet/Sequential[layer5]/CellB[3]/__add___0";
+"445 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "446 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"446 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "447 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"447 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "453 PNASNet/Sequential[layer5]/CellB[3]/__add___0";
 "448 PNASNet/Sequential[layer5]/CellB[3]/max_pool2d_0" -> "456 PNASNet/Sequential[layer5]/CellB[3]/__add___1";
 "449 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "450 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"450 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "451 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"451 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "452 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"452 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "456 PNASNet/Sequential[layer5]/CellB[3]/__add___1";
+"450 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "451 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"451 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "452 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"452 PNASNet/Sequential[layer5]/CellB[3]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "456 PNASNet/Sequential[layer5]/CellB[3]/__add___1";
 "453 PNASNet/Sequential[layer5]/CellB[3]/__add___0" -> "454 PNASNet/Sequential[layer5]/CellB[3]/relu_0";
 "454 PNASNet/Sequential[layer5]/CellB[3]/relu_0" -> "455 PNASNet/Sequential[layer5]/CellB[3]/SymmetricQuantizer/symmetric_quantize_0";
 "455 PNASNet/Sequential[layer5]/CellB[3]/SymmetricQuantizer/symmetric_quantize_0" -> "459 PNASNet/Sequential[layer5]/CellB[3]/cat_0";
@@ -1035,26 +1035,26 @@ strict digraph  {
 "458 PNASNet/Sequential[layer5]/CellB[3]/SymmetricQuantizer/symmetric_quantize_1" -> "459 PNASNet/Sequential[layer5]/CellB[3]/cat_0";
 "459 PNASNet/Sequential[layer5]/CellB[3]/cat_0" -> "461 PNASNet/Sequential[layer5]/CellB[3]/NNCFConv2d[conv2]/conv2d_0";
 "460 PNASNet/Sequential[layer5]/CellB[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "461 PNASNet/Sequential[layer5]/CellB[3]/NNCFConv2d[conv2]/conv2d_0";
-"461 PNASNet/Sequential[layer5]/CellB[3]/NNCFConv2d[conv2]/conv2d_0" -> "462 PNASNet/Sequential[layer5]/CellB[3]/BatchNorm2d[bn2]/batch_norm_0";
-"462 PNASNet/Sequential[layer5]/CellB[3]/BatchNorm2d[bn2]/batch_norm_0" -> "463 PNASNet/Sequential[layer5]/CellB[3]/relu_2";
+"461 PNASNet/Sequential[layer5]/CellB[3]/NNCFConv2d[conv2]/conv2d_0" -> "462 PNASNet/Sequential[layer5]/CellB[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"462 PNASNet/Sequential[layer5]/CellB[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "463 PNASNet/Sequential[layer5]/CellB[3]/relu_2";
 "463 PNASNet/Sequential[layer5]/CellB[3]/relu_2" -> "464 PNASNet/Sequential[layer5]/CellB[3]/SymmetricQuantizer/symmetric_quantize_2";
 "464 PNASNet/Sequential[layer5]/CellB[3]/SymmetricQuantizer/symmetric_quantize_2" -> "466 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "464 PNASNet/Sequential[layer5]/CellB[3]/SymmetricQuantizer/symmetric_quantize_2" -> "470 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "464 PNASNet/Sequential[layer5]/CellB[3]/SymmetricQuantizer/symmetric_quantize_2" -> "473 PNASNet/Sequential[layer5]/CellB[4]/max_pool2d_0";
 "464 PNASNet/Sequential[layer5]/CellB[3]/SymmetricQuantizer/symmetric_quantize_2" -> "475 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "465 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "466 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"466 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "467 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"467 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "468 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"468 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "478 PNASNet/Sequential[layer5]/CellB[4]/__add___0";
+"466 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "467 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"467 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "468 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"468 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "478 PNASNet/Sequential[layer5]/CellB[4]/__add___0";
 "469 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "470 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"470 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "471 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"471 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "472 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"472 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "478 PNASNet/Sequential[layer5]/CellB[4]/__add___0";
+"470 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "471 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"471 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "472 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"472 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "478 PNASNet/Sequential[layer5]/CellB[4]/__add___0";
 "473 PNASNet/Sequential[layer5]/CellB[4]/max_pool2d_0" -> "481 PNASNet/Sequential[layer5]/CellB[4]/__add___1";
 "474 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "475 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"475 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "476 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"476 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "477 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"477 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "481 PNASNet/Sequential[layer5]/CellB[4]/__add___1";
+"475 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "476 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"476 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "477 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"477 PNASNet/Sequential[layer5]/CellB[4]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "481 PNASNet/Sequential[layer5]/CellB[4]/__add___1";
 "478 PNASNet/Sequential[layer5]/CellB[4]/__add___0" -> "479 PNASNet/Sequential[layer5]/CellB[4]/relu_0";
 "479 PNASNet/Sequential[layer5]/CellB[4]/relu_0" -> "480 PNASNet/Sequential[layer5]/CellB[4]/SymmetricQuantizer/symmetric_quantize_0";
 "480 PNASNet/Sequential[layer5]/CellB[4]/SymmetricQuantizer/symmetric_quantize_0" -> "484 PNASNet/Sequential[layer5]/CellB[4]/cat_0";
@@ -1063,26 +1063,26 @@ strict digraph  {
 "483 PNASNet/Sequential[layer5]/CellB[4]/SymmetricQuantizer/symmetric_quantize_1" -> "484 PNASNet/Sequential[layer5]/CellB[4]/cat_0";
 "484 PNASNet/Sequential[layer5]/CellB[4]/cat_0" -> "486 PNASNet/Sequential[layer5]/CellB[4]/NNCFConv2d[conv2]/conv2d_0";
 "485 PNASNet/Sequential[layer5]/CellB[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "486 PNASNet/Sequential[layer5]/CellB[4]/NNCFConv2d[conv2]/conv2d_0";
-"486 PNASNet/Sequential[layer5]/CellB[4]/NNCFConv2d[conv2]/conv2d_0" -> "487 PNASNet/Sequential[layer5]/CellB[4]/BatchNorm2d[bn2]/batch_norm_0";
-"487 PNASNet/Sequential[layer5]/CellB[4]/BatchNorm2d[bn2]/batch_norm_0" -> "488 PNASNet/Sequential[layer5]/CellB[4]/relu_2";
+"486 PNASNet/Sequential[layer5]/CellB[4]/NNCFConv2d[conv2]/conv2d_0" -> "487 PNASNet/Sequential[layer5]/CellB[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"487 PNASNet/Sequential[layer5]/CellB[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "488 PNASNet/Sequential[layer5]/CellB[4]/relu_2";
 "488 PNASNet/Sequential[layer5]/CellB[4]/relu_2" -> "489 PNASNet/Sequential[layer5]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2";
 "489 PNASNet/Sequential[layer5]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2" -> "491 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
 "489 PNASNet/Sequential[layer5]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2" -> "495 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
 "489 PNASNet/Sequential[layer5]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2" -> "498 PNASNet/Sequential[layer5]/CellB[5]/max_pool2d_0";
 "489 PNASNet/Sequential[layer5]/CellB[4]/SymmetricQuantizer/symmetric_quantize_2" -> "500 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
 "490 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "491 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0";
-"491 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "492 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0";
-"492 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/batch_norm_0" -> "493 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"493 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "503 PNASNet/Sequential[layer5]/CellB[5]/__add___0";
+"491 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFConv2d[conv1]/conv2d_0" -> "492 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"492 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "493 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"493 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv1]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "503 PNASNet/Sequential[layer5]/CellB[5]/__add___0";
 "494 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "495 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0";
-"495 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "496 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0";
-"496 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/batch_norm_0" -> "497 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"497 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "503 PNASNet/Sequential[layer5]/CellB[5]/__add___0";
+"495 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFConv2d[conv1]/conv2d_0" -> "496 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"496 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "497 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"497 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv2]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "503 PNASNet/Sequential[layer5]/CellB[5]/__add___0";
 "498 PNASNet/Sequential[layer5]/CellB[5]/max_pool2d_0" -> "506 PNASNet/Sequential[layer5]/CellB[5]/__add___1";
 "499 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "500 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0";
-"500 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "501 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0";
-"501 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/batch_norm_0" -> "502 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"502 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "506 PNASNet/Sequential[layer5]/CellB[5]/__add___1";
+"500 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFConv2d[conv1]/conv2d_0" -> "501 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"501 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "502 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"502 PNASNet/Sequential[layer5]/CellB[5]/SepConv[sep_conv3]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "506 PNASNet/Sequential[layer5]/CellB[5]/__add___1";
 "503 PNASNet/Sequential[layer5]/CellB[5]/__add___0" -> "504 PNASNet/Sequential[layer5]/CellB[5]/relu_0";
 "504 PNASNet/Sequential[layer5]/CellB[5]/relu_0" -> "505 PNASNet/Sequential[layer5]/CellB[5]/SymmetricQuantizer/symmetric_quantize_0";
 "505 PNASNet/Sequential[layer5]/CellB[5]/SymmetricQuantizer/symmetric_quantize_0" -> "509 PNASNet/Sequential[layer5]/CellB[5]/cat_0";
@@ -1091,8 +1091,8 @@ strict digraph  {
 "508 PNASNet/Sequential[layer5]/CellB[5]/SymmetricQuantizer/symmetric_quantize_1" -> "509 PNASNet/Sequential[layer5]/CellB[5]/cat_0";
 "509 PNASNet/Sequential[layer5]/CellB[5]/cat_0" -> "511 PNASNet/Sequential[layer5]/CellB[5]/NNCFConv2d[conv2]/conv2d_0";
 "510 PNASNet/Sequential[layer5]/CellB[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "511 PNASNet/Sequential[layer5]/CellB[5]/NNCFConv2d[conv2]/conv2d_0";
-"511 PNASNet/Sequential[layer5]/CellB[5]/NNCFConv2d[conv2]/conv2d_0" -> "512 PNASNet/Sequential[layer5]/CellB[5]/BatchNorm2d[bn2]/batch_norm_0";
-"512 PNASNet/Sequential[layer5]/CellB[5]/BatchNorm2d[bn2]/batch_norm_0" -> "513 PNASNet/Sequential[layer5]/CellB[5]/relu_2";
+"511 PNASNet/Sequential[layer5]/CellB[5]/NNCFConv2d[conv2]/conv2d_0" -> "512 PNASNet/Sequential[layer5]/CellB[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"512 PNASNet/Sequential[layer5]/CellB[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "513 PNASNet/Sequential[layer5]/CellB[5]/relu_2";
 "513 PNASNet/Sequential[layer5]/CellB[5]/relu_2" -> "514 PNASNet/Sequential[layer5]/CellB[5]/SymmetricQuantizer/symmetric_quantize_2";
 "514 PNASNet/Sequential[layer5]/CellB[5]/SymmetricQuantizer/symmetric_quantize_2" -> "515 PNASNet/avg_pool2d_0";
 "515 PNASNet/avg_pool2d_0" -> "516 PNASNet/SymmetricQuantizer/symmetric_quantize_1";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/preresnet50.dot b/tests/torch/data/reference_graphs/quantized/symmetric/preresnet50.dot
index 4db9d433aff..1ca7f28a221 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/preresnet50.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/preresnet50.dot
@@ -3,7 +3,7 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 PreActResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 PreActResNet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_0" [id=5, type=relu];
 "6 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" [id=6, type=symmetric_quantize];
 "7 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=7, type=symmetric_quantize];
@@ -11,12 +11,12 @@ strict digraph  {
 "9 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0" [id=9, type=symmetric_quantize];
 "10 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=10, type=symmetric_quantize];
 "11 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=11, type=conv2d];
-"12 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=12, type=batch_norm];
+"12 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=12, type=batch_norm];
 "13 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_1" [id=13, type=relu];
 "14 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" [id=14, type=symmetric_quantize];
 "15 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=15, type=symmetric_quantize];
 "16 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=16, type=conv2d];
-"17 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=17, type=batch_norm];
+"17 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=17, type=batch_norm];
 "18 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_2" [id=18, type=relu];
 "19 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" [id=19, type=symmetric_quantize];
 "20 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=20, type=symmetric_quantize];
@@ -24,17 +24,17 @@ strict digraph  {
 "22 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" [id=22, type=symmetric_quantize];
 "23 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/__iadd___0" [id=23, type=__iadd__];
 "24 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" [id=24, type=symmetric_quantize];
-"25 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=25, type=batch_norm];
+"25 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=25, type=batch_norm];
 "26 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_0" [id=26, type=relu];
 "27 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" [id=27, type=symmetric_quantize];
 "28 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=28, type=symmetric_quantize];
 "29 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=29, type=conv2d];
-"30 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=30, type=batch_norm];
+"30 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=30, type=batch_norm];
 "31 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_1" [id=31, type=relu];
 "32 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" [id=32, type=symmetric_quantize];
 "33 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=33, type=symmetric_quantize];
 "34 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=34, type=conv2d];
-"35 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=35, type=batch_norm];
+"35 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=35, type=batch_norm];
 "36 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_2" [id=36, type=relu];
 "37 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" [id=37, type=symmetric_quantize];
 "38 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=38, type=symmetric_quantize];
@@ -42,24 +42,24 @@ strict digraph  {
 "40 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" [id=40, type=symmetric_quantize];
 "41 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/__iadd___0" [id=41, type=__iadd__];
 "42 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" [id=42, type=symmetric_quantize];
-"43 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=43, type=batch_norm];
+"43 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=43, type=batch_norm];
 "44 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_0" [id=44, type=relu];
 "45 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" [id=45, type=symmetric_quantize];
 "46 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=46, type=symmetric_quantize];
 "47 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=47, type=conv2d];
-"48 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=48, type=batch_norm];
+"48 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=48, type=batch_norm];
 "49 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_1" [id=49, type=relu];
 "50 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" [id=50, type=symmetric_quantize];
 "51 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=51, type=symmetric_quantize];
 "52 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=52, type=conv2d];
-"53 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=53, type=batch_norm];
+"53 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=53, type=batch_norm];
 "54 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_2" [id=54, type=relu];
 "55 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" [id=55, type=symmetric_quantize];
 "56 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=56, type=symmetric_quantize];
 "57 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [id=57, type=conv2d];
 "58 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" [id=58, type=symmetric_quantize];
 "59 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/__iadd___0" [id=59, type=__iadd__];
-"60 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=60, type=batch_norm];
+"60 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=60, type=batch_norm];
 "61 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_0" [id=61, type=relu];
 "62 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" [id=62, type=symmetric_quantize];
 "63 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=63, type=symmetric_quantize];
@@ -67,12 +67,12 @@ strict digraph  {
 "65 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0" [id=65, type=symmetric_quantize];
 "66 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=66, type=symmetric_quantize];
 "67 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=67, type=conv2d];
-"68 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=68, type=batch_norm];
+"68 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=68, type=batch_norm];
 "69 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_1" [id=69, type=relu];
 "70 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" [id=70, type=symmetric_quantize];
 "71 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=71, type=symmetric_quantize];
 "72 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=72, type=conv2d];
-"73 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=73, type=batch_norm];
+"73 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=73, type=batch_norm];
 "74 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_2" [id=74, type=relu];
 "75 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" [id=75, type=symmetric_quantize];
 "76 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=76, type=symmetric_quantize];
@@ -80,17 +80,17 @@ strict digraph  {
 "78 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" [id=78, type=symmetric_quantize];
 "79 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/__iadd___0" [id=79, type=__iadd__];
 "80 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" [id=80, type=symmetric_quantize];
-"81 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=81, type=batch_norm];
+"81 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=81, type=batch_norm];
 "82 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_0" [id=82, type=relu];
 "83 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" [id=83, type=symmetric_quantize];
 "84 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=84, type=symmetric_quantize];
 "85 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=85, type=conv2d];
-"86 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=86, type=batch_norm];
+"86 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=86, type=batch_norm];
 "87 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_1" [id=87, type=relu];
 "88 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" [id=88, type=symmetric_quantize];
 "89 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=89, type=symmetric_quantize];
 "90 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=90, type=conv2d];
-"91 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=91, type=batch_norm];
+"91 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=91, type=batch_norm];
 "92 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_2" [id=92, type=relu];
 "93 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" [id=93, type=symmetric_quantize];
 "94 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=94, type=symmetric_quantize];
@@ -98,17 +98,17 @@ strict digraph  {
 "96 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" [id=96, type=symmetric_quantize];
 "97 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/__iadd___0" [id=97, type=__iadd__];
 "98 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" [id=98, type=symmetric_quantize];
-"99 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=99, type=batch_norm];
+"99 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=99, type=batch_norm];
 "100 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_0" [id=100, type=relu];
 "101 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" [id=101, type=symmetric_quantize];
 "102 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=102, type=symmetric_quantize];
 "103 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=103, type=conv2d];
-"104 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=104, type=batch_norm];
+"104 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=104, type=batch_norm];
 "105 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_1" [id=105, type=relu];
 "106 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" [id=106, type=symmetric_quantize];
 "107 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=107, type=symmetric_quantize];
 "108 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=108, type=conv2d];
-"109 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=109, type=batch_norm];
+"109 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=109, type=batch_norm];
 "110 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_2" [id=110, type=relu];
 "111 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" [id=111, type=symmetric_quantize];
 "112 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=112, type=symmetric_quantize];
@@ -116,24 +116,24 @@ strict digraph  {
 "114 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" [id=114, type=symmetric_quantize];
 "115 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/__iadd___0" [id=115, type=__iadd__];
 "116 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_3" [id=116, type=symmetric_quantize];
-"117 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" [id=117, type=batch_norm];
+"117 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=117, type=batch_norm];
 "118 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_0" [id=118, type=relu];
 "119 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" [id=119, type=symmetric_quantize];
 "120 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=120, type=symmetric_quantize];
 "121 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0" [id=121, type=conv2d];
-"122 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" [id=122, type=batch_norm];
+"122 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=122, type=batch_norm];
 "123 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_1" [id=123, type=relu];
 "124 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" [id=124, type=symmetric_quantize];
 "125 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=125, type=symmetric_quantize];
 "126 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0" [id=126, type=conv2d];
-"127 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" [id=127, type=batch_norm];
+"127 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" [id=127, type=batch_norm];
 "128 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_2" [id=128, type=relu];
 "129 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_2" [id=129, type=symmetric_quantize];
 "130 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=130, type=symmetric_quantize];
 "131 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/conv2d_0" [id=131, type=conv2d];
 "132 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" [id=132, type=symmetric_quantize];
 "133 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/__iadd___0" [id=133, type=__iadd__];
-"134 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=134, type=batch_norm];
+"134 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=134, type=batch_norm];
 "135 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_0" [id=135, type=relu];
 "136 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" [id=136, type=symmetric_quantize];
 "137 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=137, type=symmetric_quantize];
@@ -141,12 +141,12 @@ strict digraph  {
 "139 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0" [id=139, type=symmetric_quantize];
 "140 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=140, type=symmetric_quantize];
 "141 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=141, type=conv2d];
-"142 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=142, type=batch_norm];
+"142 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=142, type=batch_norm];
 "143 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_1" [id=143, type=relu];
 "144 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" [id=144, type=symmetric_quantize];
 "145 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=145, type=symmetric_quantize];
 "146 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=146, type=conv2d];
-"147 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=147, type=batch_norm];
+"147 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=147, type=batch_norm];
 "148 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_2" [id=148, type=relu];
 "149 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" [id=149, type=symmetric_quantize];
 "150 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=150, type=symmetric_quantize];
@@ -154,17 +154,17 @@ strict digraph  {
 "152 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" [id=152, type=symmetric_quantize];
 "153 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/__iadd___0" [id=153, type=__iadd__];
 "154 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" [id=154, type=symmetric_quantize];
-"155 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=155, type=batch_norm];
+"155 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=155, type=batch_norm];
 "156 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_0" [id=156, type=relu];
 "157 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" [id=157, type=symmetric_quantize];
 "158 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=158, type=symmetric_quantize];
 "159 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=159, type=conv2d];
-"160 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=160, type=batch_norm];
+"160 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=160, type=batch_norm];
 "161 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_1" [id=161, type=relu];
 "162 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" [id=162, type=symmetric_quantize];
 "163 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=163, type=symmetric_quantize];
 "164 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=164, type=conv2d];
-"165 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=165, type=batch_norm];
+"165 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=165, type=batch_norm];
 "166 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_2" [id=166, type=relu];
 "167 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" [id=167, type=symmetric_quantize];
 "168 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=168, type=symmetric_quantize];
@@ -172,17 +172,17 @@ strict digraph  {
 "170 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" [id=170, type=symmetric_quantize];
 "171 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/__iadd___0" [id=171, type=__iadd__];
 "172 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" [id=172, type=symmetric_quantize];
-"173 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=173, type=batch_norm];
+"173 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=173, type=batch_norm];
 "174 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_0" [id=174, type=relu];
 "175 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" [id=175, type=symmetric_quantize];
 "176 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=176, type=symmetric_quantize];
 "177 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=177, type=conv2d];
-"178 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=178, type=batch_norm];
+"178 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=178, type=batch_norm];
 "179 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_1" [id=179, type=relu];
 "180 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" [id=180, type=symmetric_quantize];
 "181 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=181, type=symmetric_quantize];
 "182 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=182, type=conv2d];
-"183 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=183, type=batch_norm];
+"183 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=183, type=batch_norm];
 "184 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_2" [id=184, type=relu];
 "185 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" [id=185, type=symmetric_quantize];
 "186 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=186, type=symmetric_quantize];
@@ -190,17 +190,17 @@ strict digraph  {
 "188 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" [id=188, type=symmetric_quantize];
 "189 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/__iadd___0" [id=189, type=__iadd__];
 "190 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_3" [id=190, type=symmetric_quantize];
-"191 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" [id=191, type=batch_norm];
+"191 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=191, type=batch_norm];
 "192 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_0" [id=192, type=relu];
 "193 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" [id=193, type=symmetric_quantize];
 "194 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=194, type=symmetric_quantize];
 "195 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0" [id=195, type=conv2d];
-"196 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" [id=196, type=batch_norm];
+"196 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=196, type=batch_norm];
 "197 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_1" [id=197, type=relu];
 "198 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" [id=198, type=symmetric_quantize];
 "199 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=199, type=symmetric_quantize];
 "200 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0" [id=200, type=conv2d];
-"201 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" [id=201, type=batch_norm];
+"201 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" [id=201, type=batch_norm];
 "202 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_2" [id=202, type=relu];
 "203 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_2" [id=203, type=symmetric_quantize];
 "204 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=204, type=symmetric_quantize];
@@ -208,17 +208,17 @@ strict digraph  {
 "206 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" [id=206, type=symmetric_quantize];
 "207 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/__iadd___0" [id=207, type=__iadd__];
 "208 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_3" [id=208, type=symmetric_quantize];
-"209 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" [id=209, type=batch_norm];
+"209 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" [id=209, type=batch_norm];
 "210 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_0" [id=210, type=relu];
 "211 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/SymmetricQuantizer/symmetric_quantize_0" [id=211, type=symmetric_quantize];
 "212 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=212, type=symmetric_quantize];
 "213 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv1]/conv2d_0" [id=213, type=conv2d];
-"214 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" [id=214, type=batch_norm];
+"214 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" [id=214, type=batch_norm];
 "215 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_1" [id=215, type=relu];
 "216 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/SymmetricQuantizer/symmetric_quantize_1" [id=216, type=symmetric_quantize];
 "217 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=217, type=symmetric_quantize];
 "218 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv2]/conv2d_0" [id=218, type=conv2d];
-"219 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" [id=219, type=batch_norm];
+"219 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" [id=219, type=batch_norm];
 "220 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_2" [id=220, type=relu];
 "221 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/SymmetricQuantizer/symmetric_quantize_2" [id=221, type=symmetric_quantize];
 "222 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=222, type=symmetric_quantize];
@@ -226,24 +226,24 @@ strict digraph  {
 "224 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" [id=224, type=symmetric_quantize];
 "225 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/__iadd___0" [id=225, type=__iadd__];
 "226 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/SymmetricQuantizer/symmetric_quantize_3" [id=226, type=symmetric_quantize];
-"227 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" [id=227, type=batch_norm];
+"227 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" [id=227, type=batch_norm];
 "228 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_0" [id=228, type=relu];
 "229 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/SymmetricQuantizer/symmetric_quantize_0" [id=229, type=symmetric_quantize];
 "230 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=230, type=symmetric_quantize];
 "231 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv1]/conv2d_0" [id=231, type=conv2d];
-"232 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" [id=232, type=batch_norm];
+"232 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" [id=232, type=batch_norm];
 "233 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_1" [id=233, type=relu];
 "234 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/SymmetricQuantizer/symmetric_quantize_1" [id=234, type=symmetric_quantize];
 "235 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=235, type=symmetric_quantize];
 "236 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv2]/conv2d_0" [id=236, type=conv2d];
-"237 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" [id=237, type=batch_norm];
+"237 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" [id=237, type=batch_norm];
 "238 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_2" [id=238, type=relu];
 "239 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/SymmetricQuantizer/symmetric_quantize_2" [id=239, type=symmetric_quantize];
 "240 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=240, type=symmetric_quantize];
 "241 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/conv2d_0" [id=241, type=conv2d];
 "242 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" [id=242, type=symmetric_quantize];
 "243 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/__iadd___0" [id=243, type=__iadd__];
-"244 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=244, type=batch_norm];
+"244 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=244, type=batch_norm];
 "245 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_0" [id=245, type=relu];
 "246 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" [id=246, type=symmetric_quantize];
 "247 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=247, type=symmetric_quantize];
@@ -251,12 +251,12 @@ strict digraph  {
 "249 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0" [id=249, type=symmetric_quantize];
 "250 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=250, type=symmetric_quantize];
 "251 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=251, type=conv2d];
-"252 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=252, type=batch_norm];
+"252 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=252, type=batch_norm];
 "253 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_1" [id=253, type=relu];
 "254 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" [id=254, type=symmetric_quantize];
 "255 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=255, type=symmetric_quantize];
 "256 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=256, type=conv2d];
-"257 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=257, type=batch_norm];
+"257 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=257, type=batch_norm];
 "258 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_2" [id=258, type=relu];
 "259 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" [id=259, type=symmetric_quantize];
 "260 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=260, type=symmetric_quantize];
@@ -264,17 +264,17 @@ strict digraph  {
 "262 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" [id=262, type=symmetric_quantize];
 "263 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/__iadd___0" [id=263, type=__iadd__];
 "264 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" [id=264, type=symmetric_quantize];
-"265 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=265, type=batch_norm];
+"265 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=265, type=batch_norm];
 "266 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_0" [id=266, type=relu];
 "267 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" [id=267, type=symmetric_quantize];
 "268 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=268, type=symmetric_quantize];
 "269 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=269, type=conv2d];
-"270 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=270, type=batch_norm];
+"270 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=270, type=batch_norm];
 "271 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_1" [id=271, type=relu];
 "272 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" [id=272, type=symmetric_quantize];
 "273 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=273, type=symmetric_quantize];
 "274 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=274, type=conv2d];
-"275 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=275, type=batch_norm];
+"275 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=275, type=batch_norm];
 "276 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_2" [id=276, type=relu];
 "277 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" [id=277, type=symmetric_quantize];
 "278 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=278, type=symmetric_quantize];
@@ -282,17 +282,17 @@ strict digraph  {
 "280 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" [id=280, type=symmetric_quantize];
 "281 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/__iadd___0" [id=281, type=__iadd__];
 "282 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" [id=282, type=symmetric_quantize];
-"283 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=283, type=batch_norm];
+"283 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=283, type=batch_norm];
 "284 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_0" [id=284, type=relu];
 "285 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" [id=285, type=symmetric_quantize];
 "286 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=286, type=symmetric_quantize];
 "287 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=287, type=conv2d];
-"288 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=288, type=batch_norm];
+"288 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=288, type=batch_norm];
 "289 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_1" [id=289, type=relu];
 "290 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" [id=290, type=symmetric_quantize];
 "291 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=291, type=symmetric_quantize];
 "292 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=292, type=conv2d];
-"293 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=293, type=batch_norm];
+"293 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=293, type=batch_norm];
 "294 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_2" [id=294, type=relu];
 "295 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" [id=295, type=symmetric_quantize];
 "296 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=296, type=symmetric_quantize];
@@ -309,8 +309,8 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 PreActResNet/NNCFConv2d[conv1]/conv2d_0";
 "2 PreActResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 PreActResNet/NNCFConv2d[conv1]/conv2d_0";
-"3 PreActResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"4 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "5 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_0";
+"3 PreActResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_0";
 "5 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_0" -> "6 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0";
 "6 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "8 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "7 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
@@ -318,58 +318,58 @@ strict digraph  {
 "6 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "11 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "9 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0" -> "23 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/__iadd___0";
 "10 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "11 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"11 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "12 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"12 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "13 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_1";
+"11 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "12 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"12 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "13 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_1";
 "13 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_1" -> "14 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_1";
 "14 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" -> "16 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "15 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "16 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"16 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "17 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"17 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "18 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_2";
+"16 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "17 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"17 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "18 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_2";
 "18 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/relu_2" -> "19 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_2";
 "19 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" -> "21 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "20 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "21 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "21 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "22 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0";
 "22 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" -> "23 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/__iadd___0";
 "23 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/__iadd___0" -> "24 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3";
-"24 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" -> "25 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
+"24 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" -> "25 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "24 PreActResNet/Sequential[layer1]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" -> "41 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/__iadd___0";
-"25 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "26 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_0";
+"25 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "26 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_0";
 "26 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_0" -> "27 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_0";
 "27 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" -> "29 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "28 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "29 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"29 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "30 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"30 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "31 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_1";
+"29 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "30 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"30 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "31 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_1";
 "31 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_1" -> "32 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_1";
 "32 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" -> "34 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "33 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "34 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"34 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "35 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"35 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "36 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_2";
+"34 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "35 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"35 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "36 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_2";
 "36 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/relu_2" -> "37 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_2";
 "37 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "39 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "38 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "39 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "39 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "40 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0";
 "40 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" -> "41 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/__iadd___0";
 "41 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/__iadd___0" -> "42 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3";
-"42 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" -> "43 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"42 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" -> "43 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "42 PreActResNet/Sequential[layer1]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" -> "59 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/__iadd___0";
-"43 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "44 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_0";
+"43 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "44 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_0";
 "44 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_0" -> "45 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_0";
 "45 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" -> "47 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "46 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"47 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "48 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"48 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "49 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_1";
+"47 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "48 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"48 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "49 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_1";
 "49 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_1" -> "50 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_1";
 "50 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" -> "52 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "51 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "52 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"52 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "53 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"53 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "54 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_2";
+"52 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "53 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"53 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "54 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_2";
 "54 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/relu_2" -> "55 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_2";
 "55 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "57 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "56 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "57 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "58 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0";
 "58 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" -> "59 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/__iadd___0";
-"59 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/__iadd___0" -> "60 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"60 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "61 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_0";
+"59 PreActResNet/Sequential[layer1]/PreActBottleneck[2]/__iadd___0" -> "60 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"60 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "61 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_0";
 "61 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_0" -> "62 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0";
 "62 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "64 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "62 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "67 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -377,77 +377,77 @@ strict digraph  {
 "64 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "65 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0";
 "65 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0" -> "79 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/__iadd___0";
 "66 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "67 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"67 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "68 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"68 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "69 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_1";
+"67 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "68 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"68 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "69 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_1";
 "69 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_1" -> "70 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_1";
 "70 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" -> "72 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "71 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "72 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"72 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "73 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"73 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "74 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_2";
+"72 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "73 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"73 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "74 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_2";
 "74 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/relu_2" -> "75 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_2";
 "75 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" -> "77 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "76 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "77 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "78 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0";
 "78 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" -> "79 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/__iadd___0";
 "79 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/__iadd___0" -> "80 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3";
-"80 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" -> "81 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
+"80 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" -> "81 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "80 PreActResNet/Sequential[layer2]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" -> "97 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/__iadd___0";
-"81 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "82 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_0";
+"81 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "82 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_0";
 "82 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_0" -> "83 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_0";
 "83 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" -> "85 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "84 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "85 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"85 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "86 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"86 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "87 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_1";
+"85 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "86 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"86 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "87 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_1";
 "87 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_1" -> "88 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_1";
 "88 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" -> "90 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "89 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "90 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"90 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "91 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"91 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "92 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_2";
+"90 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "91 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"91 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "92 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_2";
 "92 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/relu_2" -> "93 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_2";
 "93 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "95 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "94 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "95 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "95 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "96 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0";
 "96 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" -> "97 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/__iadd___0";
 "97 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/__iadd___0" -> "98 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3";
-"98 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" -> "99 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"98 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" -> "99 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "98 PreActResNet/Sequential[layer2]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" -> "115 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/__iadd___0";
-"99 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "100 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_0";
+"99 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "100 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_0";
 "100 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_0" -> "101 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_0";
 "101 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" -> "103 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "102 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "103 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"103 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "104 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"104 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "105 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_1";
+"103 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "104 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"104 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "105 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_1";
 "105 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_1" -> "106 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_1";
 "106 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" -> "108 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "107 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "108 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"108 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "109 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"109 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "110 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_2";
+"108 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "109 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"109 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "110 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_2";
 "110 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/relu_2" -> "111 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_2";
 "111 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "113 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "112 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "113 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "113 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "114 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0";
 "114 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" -> "115 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/__iadd___0";
 "115 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/__iadd___0" -> "116 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_3";
-"116 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_3" -> "117 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
+"116 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_3" -> "117 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
 "116 PreActResNet/Sequential[layer2]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_3" -> "133 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/__iadd___0";
-"117 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "118 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_0";
+"117 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "118 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_0";
 "118 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_0" -> "119 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_0";
 "119 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" -> "121 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "120 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "121 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"121 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "122 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"122 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "123 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_1";
+"121 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "122 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"122 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "123 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_1";
 "123 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_1" -> "124 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_1";
 "124 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" -> "126 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "125 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "126 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"126 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "127 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"127 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "128 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_2";
+"126 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "127 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"127 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "128 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_2";
 "128 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/relu_2" -> "129 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_2";
 "129 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_2" -> "131 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "130 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "131 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "131 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "132 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0";
 "132 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" -> "133 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/__iadd___0";
-"133 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/__iadd___0" -> "134 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"134 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "135 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_0";
+"133 PreActResNet/Sequential[layer2]/PreActBottleneck[3]/__iadd___0" -> "134 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"134 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "135 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_0";
 "135 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_0" -> "136 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0";
 "136 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "138 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "136 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "141 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -455,115 +455,115 @@ strict digraph  {
 "138 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "139 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0";
 "139 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0" -> "153 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/__iadd___0";
 "140 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "141 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"141 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "142 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"142 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "143 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_1";
+"141 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "142 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"142 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "143 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_1";
 "143 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_1" -> "144 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_1";
 "144 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" -> "146 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "145 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "146 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"146 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "147 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"147 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "148 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_2";
+"146 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "147 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"147 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "148 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_2";
 "148 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/relu_2" -> "149 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_2";
 "149 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" -> "151 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "150 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "151 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "151 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "152 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0";
 "152 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" -> "153 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/__iadd___0";
 "153 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/__iadd___0" -> "154 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3";
-"154 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" -> "155 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
+"154 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" -> "155 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "154 PreActResNet/Sequential[layer3]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" -> "171 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/__iadd___0";
-"155 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "156 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_0";
+"155 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "156 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_0";
 "156 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_0" -> "157 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_0";
 "157 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" -> "159 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "158 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "159 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"159 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "160 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"160 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "161 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_1";
+"159 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "160 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"160 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "161 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_1";
 "161 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_1" -> "162 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_1";
 "162 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" -> "164 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "163 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "164 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"164 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "165 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"165 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "166 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_2";
+"164 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "165 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"165 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "166 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_2";
 "166 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/relu_2" -> "167 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_2";
 "167 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "169 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "168 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "169 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "169 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "170 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0";
 "170 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" -> "171 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/__iadd___0";
 "171 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/__iadd___0" -> "172 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3";
-"172 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" -> "173 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"172 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" -> "173 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "172 PreActResNet/Sequential[layer3]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" -> "189 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/__iadd___0";
-"173 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "174 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_0";
+"173 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "174 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_0";
 "174 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_0" -> "175 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_0";
 "175 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" -> "177 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "176 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "177 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"177 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "178 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"178 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "179 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_1";
+"177 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "178 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"178 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "179 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_1";
 "179 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_1" -> "180 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_1";
 "180 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" -> "182 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "181 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "182 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"182 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "183 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"183 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "184 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_2";
+"182 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "183 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"183 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "184 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_2";
 "184 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/relu_2" -> "185 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_2";
 "185 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "187 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "186 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "187 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "187 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "188 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0";
 "188 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" -> "189 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/__iadd___0";
 "189 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/__iadd___0" -> "190 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_3";
-"190 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_3" -> "191 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
+"190 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_3" -> "191 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
 "190 PreActResNet/Sequential[layer3]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_3" -> "207 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/__iadd___0";
-"191 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "192 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_0";
+"191 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "192 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_0";
 "192 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_0" -> "193 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_0";
 "193 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" -> "195 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "194 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "195 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"195 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "196 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"196 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "197 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_1";
+"195 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "196 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"196 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "197 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_1";
 "197 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_1" -> "198 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_1";
 "198 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" -> "200 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "199 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "200 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"200 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "201 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"201 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "202 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_2";
+"200 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "201 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"201 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "202 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_2";
 "202 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/relu_2" -> "203 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_2";
 "203 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_2" -> "205 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "204 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "205 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "205 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "206 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0";
 "206 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" -> "207 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/__iadd___0";
 "207 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/__iadd___0" -> "208 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_3";
-"208 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_3" -> "209 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
+"208 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_3" -> "209 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
 "208 PreActResNet/Sequential[layer3]/PreActBottleneck[3]/SymmetricQuantizer/symmetric_quantize_3" -> "225 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/__iadd___0";
-"209 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "210 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_0";
+"209 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "210 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_0";
 "210 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_0" -> "211 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/SymmetricQuantizer/symmetric_quantize_0";
 "211 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/SymmetricQuantizer/symmetric_quantize_0" -> "213 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "212 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "213 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"213 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "214 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"214 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "215 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_1";
+"213 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "214 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"214 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "215 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_1";
 "215 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_1" -> "216 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/SymmetricQuantizer/symmetric_quantize_1";
 "216 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/SymmetricQuantizer/symmetric_quantize_1" -> "218 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "217 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "218 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
-"218 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "219 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"219 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "220 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_2";
+"218 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "219 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"219 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "220 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_2";
 "220 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/relu_2" -> "221 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/SymmetricQuantizer/symmetric_quantize_2";
 "221 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/SymmetricQuantizer/symmetric_quantize_2" -> "223 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "222 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "223 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "223 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "224 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0";
 "224 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" -> "225 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/__iadd___0";
 "225 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/__iadd___0" -> "226 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/SymmetricQuantizer/symmetric_quantize_3";
-"226 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/SymmetricQuantizer/symmetric_quantize_3" -> "227 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
+"226 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/SymmetricQuantizer/symmetric_quantize_3" -> "227 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
 "226 PreActResNet/Sequential[layer3]/PreActBottleneck[4]/SymmetricQuantizer/symmetric_quantize_3" -> "243 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/__iadd___0";
-"227 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "228 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_0";
+"227 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "228 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_0";
 "228 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_0" -> "229 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/SymmetricQuantizer/symmetric_quantize_0";
 "229 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/SymmetricQuantizer/symmetric_quantize_0" -> "231 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "230 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "231 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"231 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "232 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"232 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "233 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_1";
+"231 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "232 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"232 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "233 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_1";
 "233 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_1" -> "234 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/SymmetricQuantizer/symmetric_quantize_1";
 "234 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/SymmetricQuantizer/symmetric_quantize_1" -> "236 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "235 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "236 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
-"236 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "237 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"237 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "238 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_2";
+"236 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "237 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"237 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "238 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_2";
 "238 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/relu_2" -> "239 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/SymmetricQuantizer/symmetric_quantize_2";
 "239 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/SymmetricQuantizer/symmetric_quantize_2" -> "241 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "240 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "241 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "241 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "242 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0";
 "242 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" -> "243 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/__iadd___0";
-"243 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/__iadd___0" -> "244 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"244 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "245 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_0";
+"243 PreActResNet/Sequential[layer3]/PreActBottleneck[5]/__iadd___0" -> "244 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"244 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "245 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_0";
 "245 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_0" -> "246 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0";
 "246 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "248 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "246 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "251 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -571,51 +571,51 @@ strict digraph  {
 "248 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "249 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0";
 "249 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0" -> "263 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/__iadd___0";
 "250 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "251 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"251 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "252 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"252 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "253 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_1";
+"251 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "252 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"252 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "253 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_1";
 "253 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_1" -> "254 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_1";
 "254 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" -> "256 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "255 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "256 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"256 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "257 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"257 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "258 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_2";
+"256 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "257 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"257 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "258 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_2";
 "258 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/relu_2" -> "259 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_2";
 "259 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" -> "261 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "260 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "261 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "261 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "262 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0";
 "262 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" -> "263 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/__iadd___0";
 "263 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/__iadd___0" -> "264 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3";
-"264 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" -> "265 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
+"264 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" -> "265 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "264 PreActResNet/Sequential[layer4]/PreActBottleneck[0]/SymmetricQuantizer/symmetric_quantize_3" -> "281 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/__iadd___0";
-"265 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "266 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_0";
+"265 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "266 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_0";
 "266 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_0" -> "267 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_0";
 "267 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" -> "269 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "268 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "269 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"269 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "270 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"270 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "271 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_1";
+"269 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "270 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"270 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "271 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_1";
 "271 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_1" -> "272 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_1";
 "272 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" -> "274 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "273 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "274 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"274 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "275 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"275 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "276 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_2";
+"274 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "275 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"275 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "276 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_2";
 "276 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/relu_2" -> "277 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_2";
 "277 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "279 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "278 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "279 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "279 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "280 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0";
 "280 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/NNCFConv2d[conv3]/SymmetricQuantizer/symmetric_quantize_0" -> "281 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/__iadd___0";
 "281 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/__iadd___0" -> "282 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3";
-"282 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" -> "283 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
+"282 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" -> "283 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
 "282 PreActResNet/Sequential[layer4]/PreActBottleneck[1]/SymmetricQuantizer/symmetric_quantize_3" -> "299 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/__iadd___0";
-"283 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "284 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_0";
+"283 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "284 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_0";
 "284 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_0" -> "285 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_0";
 "285 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" -> "287 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "286 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "287 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"287 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "288 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"288 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "289 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_1";
+"287 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "288 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"288 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "289 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_1";
 "289 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_1" -> "290 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_1";
 "290 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" -> "292 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "291 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "292 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"292 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "293 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"293 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "294 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_2";
+"292 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "293 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"293 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "294 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_2";
 "294 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/relu_2" -> "295 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_2";
 "295 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "297 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "296 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "297 PreActResNet/Sequential[layer4]/PreActBottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/resnet18.dot b/tests/torch/data/reference_graphs/quantized/symmetric/resnet18.dot
index cfa88e1c561..df737c5b146 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/resnet18.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/resnet18.dot
@@ -3,115 +3,115 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 ResNet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 ResNet/relu_0" [id=5, type=relu];
 "6 ResNet/SymmetricQuantizer/symmetric_quantize_0" [id=6, type=symmetric_quantize];
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=7, type=max_pool2d];
 "8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=8, type=symmetric_quantize];
 "9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=9, type=conv2d];
-"10 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=10, type=batch_norm];
+"10 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=10, type=batch_norm];
 "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0" [id=11, type=relu];
 "12 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=12, type=symmetric_quantize];
 "13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=13, type=symmetric_quantize];
 "14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=14, type=conv2d];
-"15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=15, type=batch_norm];
-"16 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=16, type=symmetric_quantize];
+"15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=15, type=batch_norm];
+"16 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=16, type=symmetric_quantize];
 "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0" [id=17, type=__iadd__];
 "18 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1" [id=18, type=relu];
 "19 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=19, type=symmetric_quantize];
 "20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=20, type=symmetric_quantize];
 "21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=21, type=conv2d];
-"22 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=22, type=batch_norm];
+"22 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=22, type=batch_norm];
 "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0" [id=23, type=relu];
 "24 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=24, type=symmetric_quantize];
 "25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=25, type=symmetric_quantize];
 "26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=26, type=conv2d];
-"27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=27, type=batch_norm];
-"28 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=28, type=symmetric_quantize];
+"27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=27, type=batch_norm];
+"28 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=28, type=symmetric_quantize];
 "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0" [id=29, type=__iadd__];
 "30 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1" [id=30, type=relu];
 "31 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=31, type=symmetric_quantize];
 "32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=32, type=symmetric_quantize];
 "33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=33, type=conv2d];
-"34 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=34, type=batch_norm];
+"34 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=34, type=batch_norm];
 "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0" [id=35, type=relu];
 "36 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=36, type=symmetric_quantize];
 "37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=37, type=symmetric_quantize];
 "38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=38, type=conv2d];
-"39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=39, type=batch_norm];
-"40 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=40, type=symmetric_quantize];
+"39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=39, type=batch_norm];
+"40 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=40, type=symmetric_quantize];
 "41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=41, type=symmetric_quantize];
 "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=42, type=conv2d];
-"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=43, type=batch_norm];
-"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=44, type=symmetric_quantize];
+"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=43, type=batch_norm];
+"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=44, type=symmetric_quantize];
 "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0" [id=45, type=__iadd__];
 "46 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1" [id=46, type=relu];
 "47 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=47, type=symmetric_quantize];
 "48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=48, type=symmetric_quantize];
 "49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=49, type=conv2d];
-"50 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=50, type=batch_norm];
+"50 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=50, type=batch_norm];
 "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0" [id=51, type=relu];
 "52 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=52, type=symmetric_quantize];
 "53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=53, type=symmetric_quantize];
 "54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=54, type=conv2d];
-"55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=55, type=batch_norm];
-"56 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=56, type=symmetric_quantize];
+"55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=55, type=batch_norm];
+"56 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=56, type=symmetric_quantize];
 "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0" [id=57, type=__iadd__];
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1" [id=58, type=relu];
 "59 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=59, type=symmetric_quantize];
 "60 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=60, type=symmetric_quantize];
 "61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=61, type=conv2d];
-"62 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=62, type=batch_norm];
+"62 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=62, type=batch_norm];
 "63 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0" [id=63, type=relu];
 "64 ResNet/Sequential[layer3]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=64, type=symmetric_quantize];
 "65 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=65, type=symmetric_quantize];
 "66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=66, type=conv2d];
-"67 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=67, type=batch_norm];
-"68 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=68, type=symmetric_quantize];
+"67 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=67, type=batch_norm];
+"68 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=68, type=symmetric_quantize];
 "69 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=69, type=symmetric_quantize];
 "70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=70, type=conv2d];
-"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=71, type=batch_norm];
-"72 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=72, type=symmetric_quantize];
+"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=71, type=batch_norm];
+"72 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=72, type=symmetric_quantize];
 "73 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0" [id=73, type=__iadd__];
 "74 ResNet/Sequential[layer3]/BasicBlock[0]/relu_1" [id=74, type=relu];
 "75 ResNet/Sequential[layer3]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=75, type=symmetric_quantize];
 "76 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=76, type=symmetric_quantize];
 "77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=77, type=conv2d];
-"78 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=78, type=batch_norm];
+"78 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=78, type=batch_norm];
 "79 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0" [id=79, type=relu];
 "80 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=80, type=symmetric_quantize];
 "81 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=81, type=symmetric_quantize];
 "82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=82, type=conv2d];
-"83 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=83, type=batch_norm];
-"84 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=84, type=symmetric_quantize];
+"83 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=83, type=batch_norm];
+"84 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=84, type=symmetric_quantize];
 "85 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0" [id=85, type=__iadd__];
 "86 ResNet/Sequential[layer3]/BasicBlock[1]/relu_1" [id=86, type=relu];
 "87 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=87, type=symmetric_quantize];
 "88 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=88, type=symmetric_quantize];
 "89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=89, type=conv2d];
-"90 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=90, type=batch_norm];
+"90 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=90, type=batch_norm];
 "91 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0" [id=91, type=relu];
 "92 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=92, type=symmetric_quantize];
 "93 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=93, type=symmetric_quantize];
 "94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=94, type=conv2d];
-"95 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=95, type=batch_norm];
-"96 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=96, type=symmetric_quantize];
+"95 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=95, type=batch_norm];
+"96 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=96, type=symmetric_quantize];
 "97 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=97, type=symmetric_quantize];
 "98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=98, type=conv2d];
-"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=99, type=batch_norm];
-"100 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=100, type=symmetric_quantize];
+"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=99, type=batch_norm];
+"100 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=100, type=symmetric_quantize];
 "101 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0" [id=101, type=__iadd__];
 "102 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1" [id=102, type=relu];
 "103 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=103, type=symmetric_quantize];
 "104 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=104, type=symmetric_quantize];
 "105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=105, type=conv2d];
-"106 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=106, type=batch_norm];
+"106 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=106, type=batch_norm];
 "107 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0" [id=107, type=relu];
 "108 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=108, type=symmetric_quantize];
 "109 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=109, type=symmetric_quantize];
 "110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=110, type=conv2d];
-"111 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=111, type=batch_norm];
-"112 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=112, type=symmetric_quantize];
+"111 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=111, type=batch_norm];
+"112 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=112, type=symmetric_quantize];
 "113 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0" [id=113, type=__iadd__];
 "114 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1" [id=114, type=relu];
 "115 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=115, type=symmetric_quantize];
@@ -124,124 +124,124 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
-"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 ResNet/relu_0";
+"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ResNet/relu_0";
 "5 ResNet/relu_0" -> "6 ResNet/SymmetricQuantizer/symmetric_quantize_0";
 "6 ResNet/SymmetricQuantizer/symmetric_quantize_0" -> "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
-"9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"10 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0";
+"9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"10 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0";
 "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0" -> "12 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "12 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"16 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
+"14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"16 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
 "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0" -> "18 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1";
 "18 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1" -> "19 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "19 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "19 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
 "20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "22 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"22 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0";
+"21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "22 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"22 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0";
 "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0" -> "24 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "24 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "28 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"28 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
+"26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "28 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"28 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
 "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0" -> "30 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1";
 "30 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1" -> "31 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "31 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "31 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "34 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"34 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0";
+"33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "34 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"34 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0";
 "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0" -> "36 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "36 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "40 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"40 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
+"38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "40 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"40 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
 "41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
+"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
 "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0" -> "46 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1";
 "46 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1" -> "47 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "47 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "47 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
 "48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "50 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"50 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0";
+"49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "50 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"50 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0";
 "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0" -> "52 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "52 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "56 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"56 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
+"54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "56 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"56 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
 "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0" -> "58 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1";
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1" -> "59 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "59 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "59 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "60 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "62 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"62 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "63 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0";
+"61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "62 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"62 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "63 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0";
 "63 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0" -> "64 ResNet/Sequential[layer3]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "64 ResNet/Sequential[layer3]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "65 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "67 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"67 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "68 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"68 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "73 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
+"66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "67 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"67 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "68 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"68 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "73 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
 "69 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "72 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"72 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "73 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
+"70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "72 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"72 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "73 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
 "73 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0" -> "74 ResNet/Sequential[layer3]/BasicBlock[0]/relu_1";
 "74 ResNet/Sequential[layer3]/BasicBlock[0]/relu_1" -> "75 ResNet/Sequential[layer3]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "75 ResNet/Sequential[layer3]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "75 ResNet/Sequential[layer3]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "85 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0";
 "76 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "78 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"78 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "79 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0";
+"77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "78 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"78 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "79 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0";
 "79 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0" -> "80 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "80 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "81 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "83 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"83 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "84 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"84 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "85 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0";
+"82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "83 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"83 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "84 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"84 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "85 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0";
 "85 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0" -> "86 ResNet/Sequential[layer3]/BasicBlock[1]/relu_1";
 "86 ResNet/Sequential[layer3]/BasicBlock[1]/relu_1" -> "87 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "87 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "87 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "88 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "90 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"90 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "91 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0";
+"89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "90 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"90 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "91 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0";
 "91 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0" -> "92 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "92 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "93 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "95 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"95 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "96 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "95 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"95 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "96 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
 "97 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"96 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
-"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"100 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
+"98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"96 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
+"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"100 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
 "101 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0" -> "102 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1";
 "102 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1" -> "103 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "103 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "103 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "113 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
 "104 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "106 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"106 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "107 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0";
+"105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "106 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"106 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "107 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0";
 "107 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0" -> "108 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "108 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "109 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "111 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"111 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "112 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"112 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "113 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
+"110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "111 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"111 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "112 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"112 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "113 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
 "113 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0" -> "114 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1";
 "114 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1" -> "115 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "115 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "116 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/resnet18_ignore.dot b/tests/torch/data/reference_graphs/quantized/symmetric/resnet18_ignore.dot
index adc89cf2c51..36179cb6043 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/resnet18_ignore.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/resnet18_ignore.dot
@@ -3,59 +3,59 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 ResNet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 ResNet/relu_0" [id=5, type=relu];
 "6 ResNet/SymmetricQuantizer/symmetric_quantize_0" [id=6, type=symmetric_quantize];
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=7, type=max_pool2d];
 "8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=8, type=symmetric_quantize];
 "9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=9, type=conv2d];
-"10 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=10, type=batch_norm];
+"10 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=10, type=batch_norm];
 "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0" [id=11, type=relu];
 "12 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=12, type=symmetric_quantize];
 "13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=13, type=symmetric_quantize];
 "14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=14, type=conv2d];
-"15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=15, type=batch_norm];
-"16 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=16, type=symmetric_quantize];
+"15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=15, type=batch_norm];
+"16 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=16, type=symmetric_quantize];
 "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0" [id=17, type=__iadd__];
 "18 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1" [id=18, type=relu];
 "19 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=19, type=symmetric_quantize];
 "20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=20, type=symmetric_quantize];
 "21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=21, type=conv2d];
-"22 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=22, type=batch_norm];
+"22 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=22, type=batch_norm];
 "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0" [id=23, type=relu];
 "24 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=24, type=symmetric_quantize];
 "25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=25, type=symmetric_quantize];
 "26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=26, type=conv2d];
-"27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=27, type=batch_norm];
-"28 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=28, type=symmetric_quantize];
+"27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=27, type=batch_norm];
+"28 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=28, type=symmetric_quantize];
 "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0" [id=29, type=__iadd__];
 "30 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1" [id=30, type=relu];
 "31 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=31, type=symmetric_quantize];
 "32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=32, type=symmetric_quantize];
 "33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=33, type=conv2d];
-"34 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=34, type=batch_norm];
+"34 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=34, type=batch_norm];
 "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0" [id=35, type=relu];
 "36 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=36, type=symmetric_quantize];
 "37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=37, type=symmetric_quantize];
 "38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=38, type=conv2d];
-"39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=39, type=batch_norm];
-"40 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=40, type=symmetric_quantize];
+"39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=39, type=batch_norm];
+"40 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=40, type=symmetric_quantize];
 "41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=41, type=symmetric_quantize];
 "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=42, type=conv2d];
-"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=43, type=batch_norm];
-"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=44, type=symmetric_quantize];
+"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=43, type=batch_norm];
+"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=44, type=symmetric_quantize];
 "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0" [id=45, type=__iadd__];
 "46 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1" [id=46, type=relu];
 "47 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=47, type=symmetric_quantize];
 "48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=48, type=symmetric_quantize];
 "49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=49, type=conv2d];
-"50 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=50, type=batch_norm];
+"50 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=50, type=batch_norm];
 "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0" [id=51, type=relu];
 "52 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=52, type=symmetric_quantize];
 "53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=53, type=symmetric_quantize];
 "54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=54, type=conv2d];
-"55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=55, type=batch_norm];
-"56 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=56, type=symmetric_quantize];
+"55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=55, type=batch_norm];
+"56 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=56, type=symmetric_quantize];
 "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0" [id=57, type=__iadd__];
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1" [id=58, type=relu];
 "59 ResNet/Sequential[layer3]/BasicBlock[0]/Conv2d[conv1]/conv2d_0" [id=59, type=conv2d];
@@ -77,29 +77,29 @@ strict digraph  {
 "75 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=75, type=symmetric_quantize];
 "76 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=76, type=symmetric_quantize];
 "77 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=77, type=conv2d];
-"78 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=78, type=batch_norm];
+"78 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=78, type=batch_norm];
 "79 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0" [id=79, type=relu];
 "80 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=80, type=symmetric_quantize];
 "81 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=81, type=symmetric_quantize];
 "82 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=82, type=conv2d];
-"83 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=83, type=batch_norm];
-"84 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=84, type=symmetric_quantize];
+"83 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=83, type=batch_norm];
+"84 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=84, type=symmetric_quantize];
 "85 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=85, type=symmetric_quantize];
 "86 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=86, type=conv2d];
-"87 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=87, type=batch_norm];
-"88 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=88, type=symmetric_quantize];
+"87 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=87, type=batch_norm];
+"88 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=88, type=symmetric_quantize];
 "89 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0" [id=89, type=__iadd__];
 "90 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1" [id=90, type=relu];
 "91 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=91, type=symmetric_quantize];
 "92 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=92, type=symmetric_quantize];
 "93 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=93, type=conv2d];
-"94 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=94, type=batch_norm];
+"94 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=94, type=batch_norm];
 "95 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0" [id=95, type=relu];
 "96 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=96, type=symmetric_quantize];
 "97 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=97, type=symmetric_quantize];
 "98 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=98, type=conv2d];
-"99 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=99, type=batch_norm];
-"100 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=100, type=symmetric_quantize];
+"99 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=99, type=batch_norm];
+"100 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=100, type=symmetric_quantize];
 "101 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0" [id=101, type=__iadd__];
 "102 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1" [id=102, type=relu];
 "103 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=103, type=symmetric_quantize];
@@ -112,64 +112,64 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
-"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 ResNet/relu_0";
+"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ResNet/relu_0";
 "5 ResNet/relu_0" -> "6 ResNet/SymmetricQuantizer/symmetric_quantize_0";
 "6 ResNet/SymmetricQuantizer/symmetric_quantize_0" -> "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
-"9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"10 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0";
+"9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"10 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0";
 "11 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0" -> "12 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "12 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"16 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
+"14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"16 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
 "17 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0" -> "18 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1";
 "18 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1" -> "19 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "19 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "19 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
 "20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "22 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"22 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0";
+"21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "22 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"22 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0";
 "23 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0" -> "24 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "24 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "28 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"28 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
+"26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "28 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"28 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
 "29 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0" -> "30 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1";
 "30 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1" -> "31 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "31 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "31 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "34 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"34 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0";
+"33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "34 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"34 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0";
 "35 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0" -> "36 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "36 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "40 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"40 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
+"38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "40 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"40 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
 "41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
+"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"44 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
 "45 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0" -> "46 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1";
 "46 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1" -> "47 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "47 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "47 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
 "48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "50 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"50 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0";
+"49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "50 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"50 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0";
 "51 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0" -> "52 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "52 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "56 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"56 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
+"54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "56 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"56 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
 "57 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0" -> "58 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1";
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1" -> "59 ResNet/Sequential[layer3]/BasicBlock[0]/Conv2d[conv1]/conv2d_0";
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1" -> "64 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/Conv2d[0]/conv2d_0";
@@ -193,31 +193,31 @@ strict digraph  {
 "75 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "77 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "75 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "86 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "76 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"77 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "78 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"78 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "79 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0";
+"77 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "78 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"78 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "79 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0";
 "79 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0" -> "80 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "80 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "82 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "81 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"82 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "83 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"83 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "84 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"84 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
+"82 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "83 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"83 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "84 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"84 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
 "85 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "86 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"86 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "87 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"87 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "88 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"88 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
+"86 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "87 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"87 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "88 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"88 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
 "89 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0" -> "90 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1";
 "90 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1" -> "91 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "91 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "93 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "92 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"93 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "94 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"94 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "95 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0";
+"93 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "94 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"94 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "95 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0";
 "95 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0" -> "96 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "96 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "98 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "97 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "98 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"98 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "99 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
+"98 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "99 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
 "91 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "101 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
-"99 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"100 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
+"99 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"100 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "101 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
 "101 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0" -> "102 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1";
 "102 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1" -> "103 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "103 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "104 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/resnet18_no_qinput.dot b/tests/torch/data/reference_graphs/quantized/symmetric/resnet18_no_qinput.dot
index cb4e3499032..178cd9e8273 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/resnet18_no_qinput.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/resnet18_no_qinput.dot
@@ -2,115 +2,115 @@ strict digraph  {
 "0 /nncf_model_input_0" [id=0, type=nncf_model_input];
 "1 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 ResNet/NNCFConv2d[conv1]/conv2d_0" [id=2, type=conv2d];
-"3 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=3, type=batch_norm];
+"3 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=3, type=batch_norm];
 "4 ResNet/relu_0" [id=4, type=relu];
 "5 ResNet/SymmetricQuantizer/symmetric_quantize_0" [id=5, type=symmetric_quantize];
 "6 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=6, type=max_pool2d];
 "7 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=7, type=symmetric_quantize];
 "8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=8, type=conv2d];
-"9 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=9, type=batch_norm];
+"9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=9, type=batch_norm];
 "10 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0" [id=10, type=relu];
 "11 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=11, type=symmetric_quantize];
 "12 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=12, type=symmetric_quantize];
 "13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=13, type=conv2d];
-"14 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=14, type=batch_norm];
-"15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=15, type=symmetric_quantize];
+"14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=14, type=batch_norm];
+"15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=15, type=symmetric_quantize];
 "16 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0" [id=16, type=__iadd__];
 "17 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1" [id=17, type=relu];
 "18 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=18, type=symmetric_quantize];
 "19 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=19, type=symmetric_quantize];
 "20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=20, type=conv2d];
-"21 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=21, type=batch_norm];
+"21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=21, type=batch_norm];
 "22 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0" [id=22, type=relu];
 "23 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=23, type=symmetric_quantize];
 "24 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=24, type=symmetric_quantize];
 "25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=25, type=conv2d];
-"26 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=26, type=batch_norm];
-"27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=27, type=symmetric_quantize];
+"26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=26, type=batch_norm];
+"27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=27, type=symmetric_quantize];
 "28 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0" [id=28, type=__iadd__];
 "29 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1" [id=29, type=relu];
 "30 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=30, type=symmetric_quantize];
 "31 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=31, type=symmetric_quantize];
 "32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=32, type=conv2d];
-"33 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=33, type=batch_norm];
+"33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=33, type=batch_norm];
 "34 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0" [id=34, type=relu];
 "35 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=35, type=symmetric_quantize];
 "36 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=36, type=symmetric_quantize];
 "37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=37, type=conv2d];
-"38 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=38, type=batch_norm];
-"39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=39, type=symmetric_quantize];
+"38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=38, type=batch_norm];
+"39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=39, type=symmetric_quantize];
 "40 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=40, type=symmetric_quantize];
 "41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=41, type=conv2d];
-"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=42, type=batch_norm];
-"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=43, type=symmetric_quantize];
+"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=42, type=batch_norm];
+"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=43, type=symmetric_quantize];
 "44 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0" [id=44, type=__iadd__];
 "45 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1" [id=45, type=relu];
 "46 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=46, type=symmetric_quantize];
 "47 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=47, type=symmetric_quantize];
 "48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=48, type=conv2d];
-"49 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=49, type=batch_norm];
+"49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=49, type=batch_norm];
 "50 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0" [id=50, type=relu];
 "51 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=51, type=symmetric_quantize];
 "52 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=52, type=symmetric_quantize];
 "53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=53, type=conv2d];
-"54 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=54, type=batch_norm];
-"55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=55, type=symmetric_quantize];
+"54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=54, type=batch_norm];
+"55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=55, type=symmetric_quantize];
 "56 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0" [id=56, type=__iadd__];
 "57 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1" [id=57, type=relu];
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=58, type=symmetric_quantize];
 "59 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=59, type=symmetric_quantize];
 "60 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=60, type=conv2d];
-"61 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=61, type=batch_norm];
+"61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=61, type=batch_norm];
 "62 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0" [id=62, type=relu];
 "63 ResNet/Sequential[layer3]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=63, type=symmetric_quantize];
 "64 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=64, type=symmetric_quantize];
 "65 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=65, type=conv2d];
-"66 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=66, type=batch_norm];
-"67 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=67, type=symmetric_quantize];
+"66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=66, type=batch_norm];
+"67 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=67, type=symmetric_quantize];
 "68 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=68, type=symmetric_quantize];
 "69 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=69, type=conv2d];
-"70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=70, type=batch_norm];
-"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=71, type=symmetric_quantize];
+"70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=70, type=batch_norm];
+"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=71, type=symmetric_quantize];
 "72 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0" [id=72, type=__iadd__];
 "73 ResNet/Sequential[layer3]/BasicBlock[0]/relu_1" [id=73, type=relu];
 "74 ResNet/Sequential[layer3]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=74, type=symmetric_quantize];
 "75 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=75, type=symmetric_quantize];
 "76 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=76, type=conv2d];
-"77 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=77, type=batch_norm];
+"77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=77, type=batch_norm];
 "78 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0" [id=78, type=relu];
 "79 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=79, type=symmetric_quantize];
 "80 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=80, type=symmetric_quantize];
 "81 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=81, type=conv2d];
-"82 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=82, type=batch_norm];
-"83 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=83, type=symmetric_quantize];
+"82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=82, type=batch_norm];
+"83 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=83, type=symmetric_quantize];
 "84 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0" [id=84, type=__iadd__];
 "85 ResNet/Sequential[layer3]/BasicBlock[1]/relu_1" [id=85, type=relu];
 "86 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=86, type=symmetric_quantize];
 "87 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=87, type=symmetric_quantize];
 "88 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=88, type=conv2d];
-"89 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=89, type=batch_norm];
+"89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=89, type=batch_norm];
 "90 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0" [id=90, type=relu];
 "91 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=91, type=symmetric_quantize];
 "92 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=92, type=symmetric_quantize];
 "93 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=93, type=conv2d];
-"94 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=94, type=batch_norm];
-"95 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=95, type=symmetric_quantize];
+"94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=94, type=batch_norm];
+"95 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=95, type=symmetric_quantize];
 "96 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=96, type=symmetric_quantize];
 "97 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=97, type=conv2d];
-"98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=98, type=batch_norm];
-"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=99, type=symmetric_quantize];
+"98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=98, type=batch_norm];
+"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=99, type=symmetric_quantize];
 "100 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0" [id=100, type=__iadd__];
 "101 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1" [id=101, type=relu];
 "102 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=102, type=symmetric_quantize];
 "103 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=103, type=symmetric_quantize];
 "104 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=104, type=conv2d];
-"105 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=105, type=batch_norm];
+"105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=105, type=batch_norm];
 "106 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0" [id=106, type=relu];
 "107 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=107, type=symmetric_quantize];
 "108 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=108, type=symmetric_quantize];
 "109 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=109, type=conv2d];
-"110 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=110, type=batch_norm];
-"111 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=111, type=symmetric_quantize];
+"110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=110, type=batch_norm];
+"111 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=111, type=symmetric_quantize];
 "112 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0" [id=112, type=__iadd__];
 "113 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1" [id=113, type=relu];
 "114 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=114, type=symmetric_quantize];
@@ -122,124 +122,124 @@ strict digraph  {
 "120 /nncf_model_output_0" [id=120, type=nncf_model_output];
 "0 /nncf_model_input_0" -> "2 ResNet/NNCFConv2d[conv1]/conv2d_0";
 "1 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "2 ResNet/NNCFConv2d[conv1]/conv2d_0";
-"2 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "3 ResNet/BatchNorm2d[bn1]/batch_norm_0";
-"3 ResNet/BatchNorm2d[bn1]/batch_norm_0" -> "4 ResNet/relu_0";
+"2 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "3 ResNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"3 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "4 ResNet/relu_0";
 "4 ResNet/relu_0" -> "5 ResNet/SymmetricQuantizer/symmetric_quantize_0";
 "5 ResNet/SymmetricQuantizer/symmetric_quantize_0" -> "6 ResNet/MaxPool2d[maxpool]/max_pool2d_0";
 "6 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
+"8 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
 "6 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "16 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
-"9 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "10 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0";
+"9 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "10 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0";
 "10 ResNet/Sequential[layer1]/BasicBlock[0]/relu_0" -> "11 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "11 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "12 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "14 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"14 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"15 ResNet/Sequential[layer1]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "16 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
+"13 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"14 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"15 ResNet/Sequential[layer1]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "16 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0";
 "16 ResNet/Sequential[layer1]/BasicBlock[0]/__iadd___0" -> "17 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1";
 "17 ResNet/Sequential[layer1]/BasicBlock[0]/relu_1" -> "18 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "18 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "18 ResNet/Sequential[layer1]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "28 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
 "19 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "21 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"21 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0";
+"20 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"21 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "22 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0";
 "22 ResNet/Sequential[layer1]/BasicBlock[1]/relu_0" -> "23 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "23 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "24 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "26 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"26 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"27 ResNet/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "28 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
+"25 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"26 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"27 ResNet/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "28 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0";
 "28 ResNet/Sequential[layer1]/BasicBlock[1]/__iadd___0" -> "29 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1";
 "29 ResNet/Sequential[layer1]/BasicBlock[1]/relu_1" -> "30 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "30 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "30 ResNet/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "31 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "33 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"33 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "34 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0";
+"32 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"33 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "34 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0";
 "34 ResNet/Sequential[layer2]/BasicBlock[0]/relu_0" -> "35 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "35 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "36 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "38 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"38 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"39 ResNet/Sequential[layer2]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
+"37 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"38 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"39 ResNet/Sequential[layer2]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
 "40 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
+"41 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"42 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"43 ResNet/Sequential[layer2]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "44 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0";
 "44 ResNet/Sequential[layer2]/BasicBlock[0]/__iadd___0" -> "45 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1";
 "45 ResNet/Sequential[layer2]/BasicBlock[0]/relu_1" -> "46 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "46 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "46 ResNet/Sequential[layer2]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "56 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
 "47 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"49 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0";
+"48 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"49 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "50 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0";
 "50 ResNet/Sequential[layer2]/BasicBlock[1]/relu_0" -> "51 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "51 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "52 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "54 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"54 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"55 ResNet/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "56 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
+"53 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"54 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"55 ResNet/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "56 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0";
 "56 ResNet/Sequential[layer2]/BasicBlock[1]/__iadd___0" -> "57 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1";
 "57 ResNet/Sequential[layer2]/BasicBlock[1]/relu_1" -> "58 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "60 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "58 ResNet/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "69 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "59 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "60 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"60 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "61 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"61 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "62 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0";
+"60 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"61 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "62 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0";
 "62 ResNet/Sequential[layer3]/BasicBlock[0]/relu_0" -> "63 ResNet/Sequential[layer3]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "63 ResNet/Sequential[layer3]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "65 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "64 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "65 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"65 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "66 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"66 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "67 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"67 ResNet/Sequential[layer3]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "72 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
+"65 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"66 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "67 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"67 ResNet/Sequential[layer3]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "72 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
 "68 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "69 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"69 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "72 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
+"69 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"70 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"71 ResNet/Sequential[layer3]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "72 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0";
 "72 ResNet/Sequential[layer3]/BasicBlock[0]/__iadd___0" -> "73 ResNet/Sequential[layer3]/BasicBlock[0]/relu_1";
 "73 ResNet/Sequential[layer3]/BasicBlock[0]/relu_1" -> "74 ResNet/Sequential[layer3]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "74 ResNet/Sequential[layer3]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "76 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "74 ResNet/Sequential[layer3]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "84 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0";
 "75 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "76 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"76 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "77 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"77 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "78 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0";
+"76 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"77 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "78 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0";
 "78 ResNet/Sequential[layer3]/BasicBlock[1]/relu_0" -> "79 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "79 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "81 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "80 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "81 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"81 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "82 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"82 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "83 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"83 ResNet/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "84 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0";
+"81 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"82 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "83 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"83 ResNet/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "84 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0";
 "84 ResNet/Sequential[layer3]/BasicBlock[1]/__iadd___0" -> "85 ResNet/Sequential[layer3]/BasicBlock[1]/relu_1";
 "85 ResNet/Sequential[layer3]/BasicBlock[1]/relu_1" -> "86 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "86 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "88 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "86 ResNet/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "97 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "87 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "88 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"88 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"89 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "90 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0";
+"88 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"89 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "90 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0";
 "90 ResNet/Sequential[layer4]/BasicBlock[0]/relu_0" -> "91 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "91 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "93 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "92 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"93 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "94 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"94 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "95 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"93 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"94 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "95 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
 "96 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "97 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"97 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"95 ResNet/Sequential[layer4]/BasicBlock[0]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
-"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
+"97 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"98 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"95 ResNet/Sequential[layer4]/BasicBlock[0]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
+"99 ResNet/Sequential[layer4]/BasicBlock[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "100 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0";
 "100 ResNet/Sequential[layer4]/BasicBlock[0]/__iadd___0" -> "101 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1";
 "101 ResNet/Sequential[layer4]/BasicBlock[0]/relu_1" -> "102 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "102 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "104 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "102 ResNet/Sequential[layer4]/BasicBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "112 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
 "103 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "104 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"104 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "105 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"105 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "106 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0";
+"104 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"105 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "106 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0";
 "106 ResNet/Sequential[layer4]/BasicBlock[1]/relu_0" -> "107 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "107 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "109 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "108 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "109 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"109 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "110 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"110 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "111 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"111 ResNet/Sequential[layer4]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "112 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
+"109 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"110 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "111 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"111 ResNet/Sequential[layer4]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "112 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0";
 "112 ResNet/Sequential[layer4]/BasicBlock[1]/__iadd___0" -> "113 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1";
 "113 ResNet/Sequential[layer4]/BasicBlock[1]/relu_1" -> "114 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "114 ResNet/Sequential[layer4]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "115 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/resnet50.dot b/tests/torch/data/reference_graphs/quantized/symmetric/resnet50.dot
index 9f72a362f85..a79c8e4dd6e 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/resnet50.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/resnet50.dot
@@ -3,295 +3,295 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 ResNet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 ResNet/relu_0" [id=5, type=relu];
 "6 ResNet/SymmetricQuantizer/symmetric_quantize_0" [id=6, type=symmetric_quantize];
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" [id=7, type=max_pool2d];
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=8, type=symmetric_quantize];
 "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=9, type=conv2d];
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=10, type=batch_norm];
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=10, type=batch_norm];
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/relu_0" [id=11, type=relu];
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" [id=12, type=symmetric_quantize];
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=13, type=symmetric_quantize];
 "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=14, type=conv2d];
-"15 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=15, type=batch_norm];
+"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=15, type=batch_norm];
 "16 ResNet/Sequential[layer1]/Bottleneck[0]/relu_1" [id=16, type=relu];
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" [id=17, type=symmetric_quantize];
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=18, type=symmetric_quantize];
 "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [id=19, type=conv2d];
-"20 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=20, type=batch_norm];
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=21, type=symmetric_quantize];
+"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=20, type=batch_norm];
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=21, type=symmetric_quantize];
 "22 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=22, type=symmetric_quantize];
 "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=23, type=conv2d];
-"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=24, type=batch_norm];
-"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=25, type=symmetric_quantize];
+"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=24, type=batch_norm];
+"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=25, type=symmetric_quantize];
 "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" [id=26, type=__iadd__];
 "27 ResNet/Sequential[layer1]/Bottleneck[0]/relu_2" [id=27, type=relu];
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" [id=28, type=symmetric_quantize];
 "29 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=29, type=symmetric_quantize];
 "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=30, type=conv2d];
-"31 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=31, type=batch_norm];
+"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=31, type=batch_norm];
 "32 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0" [id=32, type=relu];
 "33 ResNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" [id=33, type=symmetric_quantize];
 "34 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=34, type=symmetric_quantize];
 "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=35, type=conv2d];
-"36 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=36, type=batch_norm];
+"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=36, type=batch_norm];
 "37 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1" [id=37, type=relu];
 "38 ResNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" [id=38, type=symmetric_quantize];
 "39 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=39, type=symmetric_quantize];
 "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [id=40, type=conv2d];
-"41 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=41, type=batch_norm];
-"42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=42, type=symmetric_quantize];
+"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=41, type=batch_norm];
+"42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=42, type=symmetric_quantize];
 "43 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" [id=43, type=__iadd__];
 "44 ResNet/Sequential[layer1]/Bottleneck[1]/relu_2" [id=44, type=relu];
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" [id=45, type=symmetric_quantize];
 "46 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=46, type=symmetric_quantize];
 "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=47, type=conv2d];
-"48 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=48, type=batch_norm];
+"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=48, type=batch_norm];
 "49 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0" [id=49, type=relu];
 "50 ResNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" [id=50, type=symmetric_quantize];
 "51 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=51, type=symmetric_quantize];
 "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=52, type=conv2d];
-"53 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=53, type=batch_norm];
+"53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=53, type=batch_norm];
 "54 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1" [id=54, type=relu];
 "55 ResNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" [id=55, type=symmetric_quantize];
 "56 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=56, type=symmetric_quantize];
 "57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [id=57, type=conv2d];
-"58 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=58, type=batch_norm];
-"59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=59, type=symmetric_quantize];
+"58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=58, type=batch_norm];
+"59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=59, type=symmetric_quantize];
 "60 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" [id=60, type=__iadd__];
 "61 ResNet/Sequential[layer1]/Bottleneck[2]/relu_2" [id=61, type=relu];
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" [id=62, type=symmetric_quantize];
 "63 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=63, type=symmetric_quantize];
 "64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=64, type=conv2d];
-"65 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=65, type=batch_norm];
+"65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=65, type=batch_norm];
 "66 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0" [id=66, type=relu];
 "67 ResNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" [id=67, type=symmetric_quantize];
 "68 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=68, type=symmetric_quantize];
 "69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=69, type=conv2d];
-"70 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=70, type=batch_norm];
+"70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=70, type=batch_norm];
 "71 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1" [id=71, type=relu];
 "72 ResNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" [id=72, type=symmetric_quantize];
 "73 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=73, type=symmetric_quantize];
 "74 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [id=74, type=conv2d];
-"75 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=75, type=batch_norm];
-"76 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=76, type=symmetric_quantize];
+"75 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=75, type=batch_norm];
+"76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=76, type=symmetric_quantize];
 "77 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=77, type=symmetric_quantize];
 "78 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=78, type=conv2d];
-"79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=79, type=batch_norm];
-"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=80, type=symmetric_quantize];
+"79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=79, type=batch_norm];
+"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=80, type=symmetric_quantize];
 "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" [id=81, type=__iadd__];
 "82 ResNet/Sequential[layer2]/Bottleneck[0]/relu_2" [id=82, type=relu];
 "83 ResNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" [id=83, type=symmetric_quantize];
 "84 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=84, type=symmetric_quantize];
 "85 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=85, type=conv2d];
-"86 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=86, type=batch_norm];
+"86 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=86, type=batch_norm];
 "87 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0" [id=87, type=relu];
 "88 ResNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" [id=88, type=symmetric_quantize];
 "89 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=89, type=symmetric_quantize];
 "90 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=90, type=conv2d];
-"91 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=91, type=batch_norm];
+"91 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=91, type=batch_norm];
 "92 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1" [id=92, type=relu];
 "93 ResNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" [id=93, type=symmetric_quantize];
 "94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=94, type=symmetric_quantize];
 "95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [id=95, type=conv2d];
-"96 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=96, type=batch_norm];
-"97 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=97, type=symmetric_quantize];
+"96 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=96, type=batch_norm];
+"97 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=97, type=symmetric_quantize];
 "98 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" [id=98, type=__iadd__];
 "99 ResNet/Sequential[layer2]/Bottleneck[1]/relu_2" [id=99, type=relu];
 "100 ResNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" [id=100, type=symmetric_quantize];
 "101 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=101, type=symmetric_quantize];
 "102 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=102, type=conv2d];
-"103 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=103, type=batch_norm];
+"103 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=103, type=batch_norm];
 "104 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0" [id=104, type=relu];
 "105 ResNet/Sequential[layer2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" [id=105, type=symmetric_quantize];
 "106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=106, type=symmetric_quantize];
 "107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=107, type=conv2d];
-"108 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=108, type=batch_norm];
+"108 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=108, type=batch_norm];
 "109 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1" [id=109, type=relu];
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 "252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [id=252, type=conv2d];
-"253 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=253, type=batch_norm];
-"254 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=254, type=symmetric_quantize];
+"253 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=253, type=batch_norm];
+"254 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=254, type=symmetric_quantize];
 "255 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=255, type=symmetric_quantize];
 "256 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" [id=256, type=conv2d];
-"257 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" [id=257, type=batch_norm];
-"258 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" [id=258, type=symmetric_quantize];
+"257 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" [id=257, type=batch_norm];
+"258 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" [id=258, type=symmetric_quantize];
 "259 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" [id=259, type=__iadd__];
 "260 ResNet/Sequential[layer4]/Bottleneck[0]/relu_2" [id=260, type=relu];
 "261 ResNet/Sequential[layer4]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" [id=261, type=symmetric_quantize];
 "262 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=262, type=symmetric_quantize];
 "263 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=263, type=conv2d];
-"264 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=264, type=batch_norm];
+"264 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=264, type=batch_norm];
 "265 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0" [id=265, type=relu];
 "266 ResNet/Sequential[layer4]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" [id=266, type=symmetric_quantize];
 "267 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=267, type=symmetric_quantize];
 "268 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=268, type=conv2d];
-"269 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=269, type=batch_norm];
+"269 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=269, type=batch_norm];
 "270 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1" [id=270, type=relu];
 "271 ResNet/Sequential[layer4]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" [id=271, type=symmetric_quantize];
 "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=272, type=symmetric_quantize];
 "273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [id=273, type=conv2d];
-"274 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=274, type=batch_norm];
-"275 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=275, type=symmetric_quantize];
+"274 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=274, type=batch_norm];
+"275 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=275, type=symmetric_quantize];
 "276 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" [id=276, type=__iadd__];
 "277 ResNet/Sequential[layer4]/Bottleneck[1]/relu_2" [id=277, type=relu];
 "278 ResNet/Sequential[layer4]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" [id=278, type=symmetric_quantize];
 "279 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=279, type=symmetric_quantize];
 "280 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=280, type=conv2d];
-"281 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=281, type=batch_norm];
+"281 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=281, type=batch_norm];
 "282 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0" [id=282, type=relu];
 "283 ResNet/Sequential[layer4]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" [id=283, type=symmetric_quantize];
 "284 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=284, type=symmetric_quantize];
 "285 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=285, type=conv2d];
-"286 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=286, type=batch_norm];
+"286 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=286, type=batch_norm];
 "287 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1" [id=287, type=relu];
 "288 ResNet/Sequential[layer4]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" [id=288, type=symmetric_quantize];
 "289 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=289, type=symmetric_quantize];
 "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [id=290, type=conv2d];
-"291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=291, type=batch_norm];
-"292 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=292, type=symmetric_quantize];
+"291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=291, type=batch_norm];
+"292 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=292, type=symmetric_quantize];
 "293 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" [id=293, type=__iadd__];
 "294 ResNet/Sequential[layer4]/Bottleneck[2]/relu_2" [id=294, type=relu];
 "295 ResNet/Sequential[layer4]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" [id=295, type=symmetric_quantize];
@@ -304,312 +304,312 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
 "2 ResNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 ResNet/NNCFConv2d[conv1]/conv2d_0";
-"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 ResNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 ResNet/relu_0";
+"3 ResNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ResNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ResNet/relu_0";
 "5 ResNet/relu_0" -> "6 ResNet/SymmetricQuantizer/symmetric_quantize_0";
 "6 ResNet/SymmetricQuantizer/symmetric_quantize_0" -> "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "8 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNet/MaxPool2d[maxpool]/max_pool2d_0" -> "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"10 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/relu_0";
+"9 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"10 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "11 ResNet/Sequential[layer1]/Bottleneck[0]/relu_0";
 "11 ResNet/Sequential[layer1]/Bottleneck[0]/relu_0" -> "12 ResNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0";
 "12 ResNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "13 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"15 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/relu_1";
+"14 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"15 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "16 ResNet/Sequential[layer1]/Bottleneck[0]/relu_1";
 "16 ResNet/Sequential[layer1]/Bottleneck[0]/relu_1" -> "17 ResNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1";
 "17 ResNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" -> "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "18 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"20 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"21 ResNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"19 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"20 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"21 ResNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "22 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
+"23 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"24 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"25 ResNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0";
 "26 ResNet/Sequential[layer1]/Bottleneck[0]/__iadd___0" -> "27 ResNet/Sequential[layer1]/Bottleneck[0]/relu_2";
 "27 ResNet/Sequential[layer1]/Bottleneck[0]/relu_2" -> "28 ResNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_2";
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" -> "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "28 ResNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "29 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"31 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0";
+"30 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"31 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "32 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0";
 "32 ResNet/Sequential[layer1]/Bottleneck[1]/relu_0" -> "33 ResNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0";
 "33 ResNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" -> "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "34 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"36 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1";
+"35 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"36 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "37 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1";
 "37 ResNet/Sequential[layer1]/Bottleneck[1]/relu_1" -> "38 ResNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1";
 "38 ResNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" -> "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "39 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"41 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"42 ResNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
+"40 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"41 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"42 ResNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "43 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0";
 "43 ResNet/Sequential[layer1]/Bottleneck[1]/__iadd___0" -> "44 ResNet/Sequential[layer1]/Bottleneck[1]/relu_2";
 "44 ResNet/Sequential[layer1]/Bottleneck[1]/relu_2" -> "45 ResNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2";
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "45 ResNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "46 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"48 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0";
+"47 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"48 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "49 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0";
 "49 ResNet/Sequential[layer1]/Bottleneck[2]/relu_0" -> "50 ResNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0";
 "50 ResNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" -> "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "51 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"53 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1";
+"52 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"53 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "54 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1";
 "54 ResNet/Sequential[layer1]/Bottleneck[2]/relu_1" -> "55 ResNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1";
 "55 ResNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" -> "57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "56 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"58 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"59 ResNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
+"57 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"58 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"59 ResNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "60 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0";
 "60 ResNet/Sequential[layer1]/Bottleneck[2]/__iadd___0" -> "61 ResNet/Sequential[layer1]/Bottleneck[2]/relu_2";
 "61 ResNet/Sequential[layer1]/Bottleneck[2]/relu_2" -> "62 ResNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2";
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "62 ResNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "63 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"65 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0";
+"64 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"65 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "66 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0";
 "66 ResNet/Sequential[layer2]/Bottleneck[0]/relu_0" -> "67 ResNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0";
 "67 ResNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "68 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"70 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1";
+"69 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"70 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "71 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1";
 "71 ResNet/Sequential[layer2]/Bottleneck[0]/relu_1" -> "72 ResNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1";
 "72 ResNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" -> "74 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "73 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "74 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"74 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "75 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"75 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"76 ResNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"74 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "75 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"75 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"76 ResNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "77 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "78 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"78 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
+"78 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"79 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"80 ResNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0";
 "81 ResNet/Sequential[layer2]/Bottleneck[0]/__iadd___0" -> "82 ResNet/Sequential[layer2]/Bottleneck[0]/relu_2";
 "82 ResNet/Sequential[layer2]/Bottleneck[0]/relu_2" -> "83 ResNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_2";
 "83 ResNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" -> "85 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "83 ResNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "84 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "85 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"85 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "86 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"86 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0";
+"85 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "86 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"86 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "87 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0";
 "87 ResNet/Sequential[layer2]/Bottleneck[1]/relu_0" -> "88 ResNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0";
 "88 ResNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" -> "90 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "89 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "90 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"90 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "91 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"91 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "92 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1";
+"90 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "91 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"91 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "92 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1";
 "92 ResNet/Sequential[layer2]/Bottleneck[1]/relu_1" -> "93 ResNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1";
 "93 ResNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "94 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "96 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"96 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "97 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"97 ResNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
+"95 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "96 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"96 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "97 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"97 ResNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "98 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0";
 "98 ResNet/Sequential[layer2]/Bottleneck[1]/__iadd___0" -> "99 ResNet/Sequential[layer2]/Bottleneck[1]/relu_2";
 "99 ResNet/Sequential[layer2]/Bottleneck[1]/relu_2" -> "100 ResNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2";
 "100 ResNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "102 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "100 ResNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "101 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "102 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"102 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "103 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"103 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "104 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0";
+"102 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "103 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"103 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "104 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0";
 "104 ResNet/Sequential[layer2]/Bottleneck[2]/relu_0" -> "105 ResNet/Sequential[layer2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0";
 "105 ResNet/Sequential[layer2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "106 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "108 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"108 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "109 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1";
+"107 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "108 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"108 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "109 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1";
 "109 ResNet/Sequential[layer2]/Bottleneck[2]/relu_1" -> "110 ResNet/Sequential[layer2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1";
 "110 ResNet/Sequential[layer2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "111 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "113 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"113 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "114 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"114 ResNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
+"112 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "113 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"113 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "114 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"114 ResNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "115 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0";
 "115 ResNet/Sequential[layer2]/Bottleneck[2]/__iadd___0" -> "116 ResNet/Sequential[layer2]/Bottleneck[2]/relu_2";
 "116 ResNet/Sequential[layer2]/Bottleneck[2]/relu_2" -> "117 ResNet/Sequential[layer2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2";
 "117 ResNet/Sequential[layer2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "119 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "117 ResNet/Sequential[layer2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "118 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "119 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"119 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "120 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"120 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "121 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0";
+"119 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "120 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"120 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "121 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0";
 "121 ResNet/Sequential[layer2]/Bottleneck[3]/relu_0" -> "122 ResNet/Sequential[layer2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0";
 "122 ResNet/Sequential[layer2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "123 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "125 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"125 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "126 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1";
+"124 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "125 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"125 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "126 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1";
 "126 ResNet/Sequential[layer2]/Bottleneck[3]/relu_1" -> "127 ResNet/Sequential[layer2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1";
 "127 ResNet/Sequential[layer2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "128 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "129 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"129 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "130 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"130 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "131 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"131 ResNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
+"129 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "130 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"130 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "131 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"131 ResNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "132 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0";
 "132 ResNet/Sequential[layer2]/Bottleneck[3]/__iadd___0" -> "133 ResNet/Sequential[layer2]/Bottleneck[3]/relu_2";
 "133 ResNet/Sequential[layer2]/Bottleneck[3]/relu_2" -> "134 ResNet/Sequential[layer2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2";
 "134 ResNet/Sequential[layer2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2" -> "136 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "134 ResNet/Sequential[layer2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "135 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "136 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"136 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "137 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"137 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "138 ResNet/Sequential[layer3]/Bottleneck[0]/relu_0";
+"136 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "137 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"137 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "138 ResNet/Sequential[layer3]/Bottleneck[0]/relu_0";
 "138 ResNet/Sequential[layer3]/Bottleneck[0]/relu_0" -> "139 ResNet/Sequential[layer3]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0";
 "139 ResNet/Sequential[layer3]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "141 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "140 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "141 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"141 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "142 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"142 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "143 ResNet/Sequential[layer3]/Bottleneck[0]/relu_1";
+"141 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "142 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"142 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "143 ResNet/Sequential[layer3]/Bottleneck[0]/relu_1";
 "143 ResNet/Sequential[layer3]/Bottleneck[0]/relu_1" -> "144 ResNet/Sequential[layer3]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1";
 "144 ResNet/Sequential[layer3]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" -> "146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "145 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"147 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "148 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"148 ResNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "153 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"146 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "147 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"147 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "148 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"148 ResNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "153 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "149 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "150 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"150 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"151 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"152 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "153 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
+"150 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "151 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"151 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "152 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"152 ResNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "153 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0";
 "153 ResNet/Sequential[layer3]/Bottleneck[0]/__iadd___0" -> "154 ResNet/Sequential[layer3]/Bottleneck[0]/relu_2";
 "154 ResNet/Sequential[layer3]/Bottleneck[0]/relu_2" -> "155 ResNet/Sequential[layer3]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_2";
 "155 ResNet/Sequential[layer3]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" -> "157 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "155 ResNet/Sequential[layer3]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" -> "170 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "156 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "157 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"157 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "158 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"158 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "159 ResNet/Sequential[layer3]/Bottleneck[1]/relu_0";
+"157 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "158 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"158 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "159 ResNet/Sequential[layer3]/Bottleneck[1]/relu_0";
 "159 ResNet/Sequential[layer3]/Bottleneck[1]/relu_0" -> "160 ResNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0";
 "160 ResNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" -> "162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "161 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"163 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "164 ResNet/Sequential[layer3]/Bottleneck[1]/relu_1";
+"162 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "163 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"163 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "164 ResNet/Sequential[layer3]/Bottleneck[1]/relu_1";
 "164 ResNet/Sequential[layer3]/Bottleneck[1]/relu_1" -> "165 ResNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1";
 "165 ResNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" -> "167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "166 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"168 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"169 ResNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "170 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
+"167 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"168 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "169 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"169 ResNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "170 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0";
 "170 ResNet/Sequential[layer3]/Bottleneck[1]/__iadd___0" -> "171 ResNet/Sequential[layer3]/Bottleneck[1]/relu_2";
 "171 ResNet/Sequential[layer3]/Bottleneck[1]/relu_2" -> "172 ResNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2";
 "172 ResNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "174 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "172 ResNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "173 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "174 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"174 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"175 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "176 ResNet/Sequential[layer3]/Bottleneck[2]/relu_0";
+"174 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "175 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"175 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "176 ResNet/Sequential[layer3]/Bottleneck[2]/relu_0";
 "176 ResNet/Sequential[layer3]/Bottleneck[2]/relu_0" -> "177 ResNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0";
 "177 ResNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" -> "179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "178 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"180 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/relu_1";
+"179 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"180 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "181 ResNet/Sequential[layer3]/Bottleneck[2]/relu_1";
 "181 ResNet/Sequential[layer3]/Bottleneck[2]/relu_1" -> "182 ResNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1";
 "182 ResNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" -> "184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "183 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"185 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"186 ResNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
+"184 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"185 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"186 ResNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "187 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0";
 "187 ResNet/Sequential[layer3]/Bottleneck[2]/__iadd___0" -> "188 ResNet/Sequential[layer3]/Bottleneck[2]/relu_2";
 "188 ResNet/Sequential[layer3]/Bottleneck[2]/relu_2" -> "189 ResNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2";
 "189 ResNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "191 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "189 ResNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "190 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "191 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"191 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "192 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"192 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[3]/relu_0";
+"191 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "192 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"192 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "193 ResNet/Sequential[layer3]/Bottleneck[3]/relu_0";
 "193 ResNet/Sequential[layer3]/Bottleneck[3]/relu_0" -> "194 ResNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0";
 "194 ResNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" -> "196 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "195 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "196 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"196 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"197 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/relu_1";
+"196 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"197 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "198 ResNet/Sequential[layer3]/Bottleneck[3]/relu_1";
 "198 ResNet/Sequential[layer3]/Bottleneck[3]/relu_1" -> "199 ResNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1";
 "199 ResNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" -> "201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "200 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "202 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"202 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"203 ResNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
+"201 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"202 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"203 ResNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "204 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0";
 "204 ResNet/Sequential[layer3]/Bottleneck[3]/__iadd___0" -> "205 ResNet/Sequential[layer3]/Bottleneck[3]/relu_2";
 "205 ResNet/Sequential[layer3]/Bottleneck[3]/relu_2" -> "206 ResNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2";
 "206 ResNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2" -> "208 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "206 ResNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "207 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "208 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"208 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "209 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
-"209 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[4]/relu_0";
+"208 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "209 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"209 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "210 ResNet/Sequential[layer3]/Bottleneck[4]/relu_0";
 "210 ResNet/Sequential[layer3]/Bottleneck[4]/relu_0" -> "211 ResNet/Sequential[layer3]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_0";
 "211 ResNet/Sequential[layer3]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_0" -> "213 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "212 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "213 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
-"213 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "214 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"214 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/relu_1";
+"213 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "214 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"214 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "215 ResNet/Sequential[layer3]/Bottleneck[4]/relu_1";
 "215 ResNet/Sequential[layer3]/Bottleneck[4]/relu_1" -> "216 ResNet/Sequential[layer3]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_1";
 "216 ResNet/Sequential[layer3]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_1" -> "218 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "217 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "218 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
-"218 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "219 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"219 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "220 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"220 ResNet/Sequential[layer3]/Bottleneck[4]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
+"218 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "219 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"219 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"220 ResNet/Sequential[layer3]/Bottleneck[4]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "221 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0";
 "221 ResNet/Sequential[layer3]/Bottleneck[4]/__iadd___0" -> "222 ResNet/Sequential[layer3]/Bottleneck[4]/relu_2";
 "222 ResNet/Sequential[layer3]/Bottleneck[4]/relu_2" -> "223 ResNet/Sequential[layer3]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_2";
 "223 ResNet/Sequential[layer3]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_2" -> "225 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "223 ResNet/Sequential[layer3]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_2" -> "238 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "224 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "225 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"225 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "226 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
-"226 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "227 ResNet/Sequential[layer3]/Bottleneck[5]/relu_0";
+"225 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "226 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"226 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "227 ResNet/Sequential[layer3]/Bottleneck[5]/relu_0";
 "227 ResNet/Sequential[layer3]/Bottleneck[5]/relu_0" -> "228 ResNet/Sequential[layer3]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_0";
 "228 ResNet/Sequential[layer3]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_0" -> "230 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "229 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "230 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
-"230 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "231 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"231 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "232 ResNet/Sequential[layer3]/Bottleneck[5]/relu_1";
+"230 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "231 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"231 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "232 ResNet/Sequential[layer3]/Bottleneck[5]/relu_1";
 "232 ResNet/Sequential[layer3]/Bottleneck[5]/relu_1" -> "233 ResNet/Sequential[layer3]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_1";
 "233 ResNet/Sequential[layer3]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_1" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "234 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "235 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
-"235 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "236 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"236 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "237 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"237 ResNet/Sequential[layer3]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "238 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
+"235 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "236 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"236 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "237 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"237 ResNet/Sequential[layer3]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "238 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0";
 "238 ResNet/Sequential[layer3]/Bottleneck[5]/__iadd___0" -> "239 ResNet/Sequential[layer3]/Bottleneck[5]/relu_2";
 "239 ResNet/Sequential[layer3]/Bottleneck[5]/relu_2" -> "240 ResNet/Sequential[layer3]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_2";
 "240 ResNet/Sequential[layer3]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_2" -> "242 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "240 ResNet/Sequential[layer3]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_2" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "241 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "242 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"242 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "243 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"243 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "244 ResNet/Sequential[layer4]/Bottleneck[0]/relu_0";
+"242 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "243 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"243 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "244 ResNet/Sequential[layer4]/Bottleneck[0]/relu_0";
 "244 ResNet/Sequential[layer4]/Bottleneck[0]/relu_0" -> "245 ResNet/Sequential[layer4]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0";
 "245 ResNet/Sequential[layer4]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "247 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "246 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "247 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"247 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "248 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"248 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "249 ResNet/Sequential[layer4]/Bottleneck[0]/relu_1";
+"247 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "248 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"248 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "249 ResNet/Sequential[layer4]/Bottleneck[0]/relu_1";
 "249 ResNet/Sequential[layer4]/Bottleneck[0]/relu_1" -> "250 ResNet/Sequential[layer4]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1";
 "250 ResNet/Sequential[layer4]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "251 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"253 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "254 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"254 ResNet/Sequential[layer4]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "259 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"252 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "253 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"253 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "254 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"254 ResNet/Sequential[layer4]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "259 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "255 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "256 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"256 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"257 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"258 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "259 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
+"256 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "257 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"257 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "258 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"258 ResNet/Sequential[layer4]/Bottleneck[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "259 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0";
 "259 ResNet/Sequential[layer4]/Bottleneck[0]/__iadd___0" -> "260 ResNet/Sequential[layer4]/Bottleneck[0]/relu_2";
 "260 ResNet/Sequential[layer4]/Bottleneck[0]/relu_2" -> "261 ResNet/Sequential[layer4]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_2";
 "261 ResNet/Sequential[layer4]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" -> "263 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "261 ResNet/Sequential[layer4]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_2" -> "276 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "262 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "263 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"263 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "264 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"264 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "265 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0";
+"263 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "264 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"264 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "265 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0";
 "265 ResNet/Sequential[layer4]/Bottleneck[1]/relu_0" -> "266 ResNet/Sequential[layer4]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0";
 "266 ResNet/Sequential[layer4]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "267 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "268 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"268 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "269 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"269 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "270 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1";
+"268 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "269 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"269 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "270 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1";
 "270 ResNet/Sequential[layer4]/Bottleneck[1]/relu_1" -> "271 ResNet/Sequential[layer4]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1";
 "271 ResNet/Sequential[layer4]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "272 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"274 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "275 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"275 ResNet/Sequential[layer4]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "276 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
+"273 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "274 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"274 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "275 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"275 ResNet/Sequential[layer4]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "276 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0";
 "276 ResNet/Sequential[layer4]/Bottleneck[1]/__iadd___0" -> "277 ResNet/Sequential[layer4]/Bottleneck[1]/relu_2";
 "277 ResNet/Sequential[layer4]/Bottleneck[1]/relu_2" -> "278 ResNet/Sequential[layer4]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2";
 "278 ResNet/Sequential[layer4]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "280 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "278 ResNet/Sequential[layer4]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "293 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "279 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "280 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"280 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "281 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"281 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "282 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0";
+"280 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "281 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"281 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "282 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0";
 "282 ResNet/Sequential[layer4]/Bottleneck[2]/relu_0" -> "283 ResNet/Sequential[layer4]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0";
 "283 ResNet/Sequential[layer4]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "284 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "285 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"285 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"286 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "287 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1";
+"285 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "286 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"286 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "287 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1";
 "287 ResNet/Sequential[layer4]/Bottleneck[2]/relu_1" -> "288 ResNet/Sequential[layer4]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1";
 "288 ResNet/Sequential[layer4]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "289 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"291 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"292 ResNet/Sequential[layer4]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "293 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
+"290 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"291 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "292 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"292 ResNet/Sequential[layer4]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "293 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0";
 "293 ResNet/Sequential[layer4]/Bottleneck[2]/__iadd___0" -> "294 ResNet/Sequential[layer4]/Bottleneck[2]/relu_2";
 "294 ResNet/Sequential[layer4]/Bottleneck[2]/relu_2" -> "295 ResNet/Sequential[layer4]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2";
 "295 ResNet/Sequential[layer4]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "296 ResNet/AdaptiveAvgPool2d[avgpool]/adaptive_avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/resnext29_32x4d.dot b/tests/torch/data/reference_graphs/quantized/symmetric/resnext29_32x4d.dot
index 6e16c708a55..8a0612c44e3 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/resnext29_32x4d.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/resnext29_32x4d.dot
@@ -3,171 +3,171 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 ResNeXt/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 ResNeXt/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 ResNeXt/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 ResNeXt/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 ResNeXt/relu_0" [id=5, type=relu];
 "6 ResNeXt/SymmetricQuantizer/symmetric_quantize_0" [id=6, type=symmetric_quantize];
 "7 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=7, type=symmetric_quantize];
 "8 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv1]/conv2d_0" [id=8, type=conv2d];
-"9 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn1]/batch_norm_0" [id=9, type=batch_norm];
+"9 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=9, type=batch_norm];
 "10 ResNeXt/Sequential[layer1]/Block[0]/relu_0" [id=10, type=relu];
 "11 ResNeXt/Sequential[layer1]/Block[0]/SymmetricQuantizer/symmetric_quantize_0" [id=11, type=symmetric_quantize];
 "12 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=12, type=symmetric_quantize];
 "13 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv2]/conv2d_0" [id=13, type=conv2d];
-"14 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn2]/batch_norm_0" [id=14, type=batch_norm];
+"14 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=14, type=batch_norm];
 "15 ResNeXt/Sequential[layer1]/Block[0]/relu_1" [id=15, type=relu];
 "16 ResNeXt/Sequential[layer1]/Block[0]/SymmetricQuantizer/symmetric_quantize_1" [id=16, type=symmetric_quantize];
 "17 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=17, type=symmetric_quantize];
 "18 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv3]/conv2d_0" [id=18, type=conv2d];
-"19 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn3]/batch_norm_0" [id=19, type=batch_norm];
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 "156 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv1]/conv2d_0" [id=156, type=conv2d];
-"157 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn1]/batch_norm_0" [id=157, type=batch_norm];
+"157 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=157, type=batch_norm];
 "158 ResNeXt/Sequential[layer3]/Block[2]/relu_0" [id=158, type=relu];
 "159 ResNeXt/Sequential[layer3]/Block[2]/SymmetricQuantizer/symmetric_quantize_0" [id=159, type=symmetric_quantize];
 "160 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=160, type=symmetric_quantize];
 "161 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv2]/conv2d_0" [id=161, type=conv2d];
-"162 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn2]/batch_norm_0" [id=162, type=batch_norm];
+"162 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=162, type=batch_norm];
 "163 ResNeXt/Sequential[layer3]/Block[2]/relu_1" [id=163, type=relu];
 "164 ResNeXt/Sequential[layer3]/Block[2]/SymmetricQuantizer/symmetric_quantize_1" [id=164, type=symmetric_quantize];
 "165 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=165, type=symmetric_quantize];
 "166 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv3]/conv2d_0" [id=166, type=conv2d];
-"167 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn3]/batch_norm_0" [id=167, type=batch_norm];
-"168 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=168, type=symmetric_quantize];
+"167 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=167, type=batch_norm];
+"168 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=168, type=symmetric_quantize];
 "169 ResNeXt/Sequential[layer3]/Block[2]/__iadd___0" [id=169, type=__iadd__];
 "170 ResNeXt/Sequential[layer3]/Block[2]/relu_2" [id=170, type=relu];
 "171 ResNeXt/Sequential[layer3]/Block[2]/SymmetricQuantizer/symmetric_quantize_2" [id=171, type=symmetric_quantize];
@@ -180,181 +180,181 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 ResNeXt/NNCFConv2d[conv1]/conv2d_0";
 "2 ResNeXt/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 ResNeXt/NNCFConv2d[conv1]/conv2d_0";
-"3 ResNeXt/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNeXt/BatchNorm2d[bn1]/batch_norm_0";
-"4 ResNeXt/BatchNorm2d[bn1]/batch_norm_0" -> "5 ResNeXt/relu_0";
+"3 ResNeXt/NNCFConv2d[conv1]/conv2d_0" -> "4 ResNeXt/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ResNeXt/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ResNeXt/relu_0";
 "5 ResNeXt/relu_0" -> "6 ResNeXt/SymmetricQuantizer/symmetric_quantize_0";
 "6 ResNeXt/SymmetricQuantizer/symmetric_quantize_0" -> "8 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv1]/conv2d_0";
-"8 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn1]/batch_norm_0";
+"8 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn1]/batch_norm_0";
 "6 ResNeXt/SymmetricQuantizer/symmetric_quantize_0" -> "22 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"9 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn1]/batch_norm_0" -> "10 ResNeXt/Sequential[layer1]/Block[0]/relu_0";
+"9 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "10 ResNeXt/Sequential[layer1]/Block[0]/relu_0";
 "10 ResNeXt/Sequential[layer1]/Block[0]/relu_0" -> "11 ResNeXt/Sequential[layer1]/Block[0]/SymmetricQuantizer/symmetric_quantize_0";
 "11 ResNeXt/Sequential[layer1]/Block[0]/SymmetricQuantizer/symmetric_quantize_0" -> "13 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv2]/conv2d_0";
 "12 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "13 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv2]/conv2d_0";
-"13 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv2]/conv2d_0" -> "14 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn2]/batch_norm_0";
-"14 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn2]/batch_norm_0" -> "15 ResNeXt/Sequential[layer1]/Block[0]/relu_1";
+"13 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv2]/conv2d_0" -> "14 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"14 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "15 ResNeXt/Sequential[layer1]/Block[0]/relu_1";
 "15 ResNeXt/Sequential[layer1]/Block[0]/relu_1" -> "16 ResNeXt/Sequential[layer1]/Block[0]/SymmetricQuantizer/symmetric_quantize_1";
 "16 ResNeXt/Sequential[layer1]/Block[0]/SymmetricQuantizer/symmetric_quantize_1" -> "18 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv3]/conv2d_0";
 "17 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "18 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv3]/conv2d_0";
-"18 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv3]/conv2d_0" -> "19 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn3]/batch_norm_0";
-"19 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn3]/batch_norm_0" -> "20 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"20 ResNeXt/Sequential[layer1]/Block[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "25 ResNeXt/Sequential[layer1]/Block[0]/__iadd___0";
+"18 ResNeXt/Sequential[layer1]/Block[0]/NNCFConv2d[conv3]/conv2d_0" -> "19 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"19 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "20 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"20 ResNeXt/Sequential[layer1]/Block[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "25 ResNeXt/Sequential[layer1]/Block[0]/__iadd___0";
 "21 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "22 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"22 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "23 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"23 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "24 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"24 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "25 ResNeXt/Sequential[layer1]/Block[0]/__iadd___0";
+"22 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "23 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"23 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "24 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"24 ResNeXt/Sequential[layer1]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "25 ResNeXt/Sequential[layer1]/Block[0]/__iadd___0";
 "25 ResNeXt/Sequential[layer1]/Block[0]/__iadd___0" -> "26 ResNeXt/Sequential[layer1]/Block[0]/relu_2";
 "26 ResNeXt/Sequential[layer1]/Block[0]/relu_2" -> "27 ResNeXt/Sequential[layer1]/Block[0]/SymmetricQuantizer/symmetric_quantize_2";
 "27 ResNeXt/Sequential[layer1]/Block[0]/SymmetricQuantizer/symmetric_quantize_2" -> "29 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv1]/conv2d_0";
 "27 ResNeXt/Sequential[layer1]/Block[0]/SymmetricQuantizer/symmetric_quantize_2" -> "42 ResNeXt/Sequential[layer1]/Block[1]/__iadd___0";
 "28 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "29 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv1]/conv2d_0";
-"29 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv1]/conv2d_0" -> "30 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn1]/batch_norm_0";
-"30 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn1]/batch_norm_0" -> "31 ResNeXt/Sequential[layer1]/Block[1]/relu_0";
+"29 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv1]/conv2d_0" -> "30 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"30 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "31 ResNeXt/Sequential[layer1]/Block[1]/relu_0";
 "31 ResNeXt/Sequential[layer1]/Block[1]/relu_0" -> "32 ResNeXt/Sequential[layer1]/Block[1]/SymmetricQuantizer/symmetric_quantize_0";
 "32 ResNeXt/Sequential[layer1]/Block[1]/SymmetricQuantizer/symmetric_quantize_0" -> "34 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv2]/conv2d_0";
 "33 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "34 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv2]/conv2d_0";
-"34 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv2]/conv2d_0" -> "35 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn2]/batch_norm_0";
-"35 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn2]/batch_norm_0" -> "36 ResNeXt/Sequential[layer1]/Block[1]/relu_1";
+"34 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv2]/conv2d_0" -> "35 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"35 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "36 ResNeXt/Sequential[layer1]/Block[1]/relu_1";
 "36 ResNeXt/Sequential[layer1]/Block[1]/relu_1" -> "37 ResNeXt/Sequential[layer1]/Block[1]/SymmetricQuantizer/symmetric_quantize_1";
 "37 ResNeXt/Sequential[layer1]/Block[1]/SymmetricQuantizer/symmetric_quantize_1" -> "39 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv3]/conv2d_0";
 "38 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "39 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv3]/conv2d_0";
-"39 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv3]/conv2d_0" -> "40 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn3]/batch_norm_0";
-"40 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn3]/batch_norm_0" -> "41 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"41 ResNeXt/Sequential[layer1]/Block[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "42 ResNeXt/Sequential[layer1]/Block[1]/__iadd___0";
+"39 ResNeXt/Sequential[layer1]/Block[1]/NNCFConv2d[conv3]/conv2d_0" -> "40 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"40 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "41 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"41 ResNeXt/Sequential[layer1]/Block[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "42 ResNeXt/Sequential[layer1]/Block[1]/__iadd___0";
 "42 ResNeXt/Sequential[layer1]/Block[1]/__iadd___0" -> "43 ResNeXt/Sequential[layer1]/Block[1]/relu_2";
 "43 ResNeXt/Sequential[layer1]/Block[1]/relu_2" -> "44 ResNeXt/Sequential[layer1]/Block[1]/SymmetricQuantizer/symmetric_quantize_2";
 "44 ResNeXt/Sequential[layer1]/Block[1]/SymmetricQuantizer/symmetric_quantize_2" -> "46 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv1]/conv2d_0";
 "44 ResNeXt/Sequential[layer1]/Block[1]/SymmetricQuantizer/symmetric_quantize_2" -> "59 ResNeXt/Sequential[layer1]/Block[2]/__iadd___0";
 "45 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "46 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv1]/conv2d_0";
-"46 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv1]/conv2d_0" -> "47 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn1]/batch_norm_0";
-"47 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn1]/batch_norm_0" -> "48 ResNeXt/Sequential[layer1]/Block[2]/relu_0";
+"46 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv1]/conv2d_0" -> "47 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"47 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "48 ResNeXt/Sequential[layer1]/Block[2]/relu_0";
 "48 ResNeXt/Sequential[layer1]/Block[2]/relu_0" -> "49 ResNeXt/Sequential[layer1]/Block[2]/SymmetricQuantizer/symmetric_quantize_0";
 "49 ResNeXt/Sequential[layer1]/Block[2]/SymmetricQuantizer/symmetric_quantize_0" -> "51 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv2]/conv2d_0";
 "50 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "51 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv2]/conv2d_0";
-"51 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv2]/conv2d_0" -> "52 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn2]/batch_norm_0";
-"52 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn2]/batch_norm_0" -> "53 ResNeXt/Sequential[layer1]/Block[2]/relu_1";
+"51 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv2]/conv2d_0" -> "52 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"52 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "53 ResNeXt/Sequential[layer1]/Block[2]/relu_1";
 "53 ResNeXt/Sequential[layer1]/Block[2]/relu_1" -> "54 ResNeXt/Sequential[layer1]/Block[2]/SymmetricQuantizer/symmetric_quantize_1";
 "54 ResNeXt/Sequential[layer1]/Block[2]/SymmetricQuantizer/symmetric_quantize_1" -> "56 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv3]/conv2d_0";
 "55 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "56 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv3]/conv2d_0";
-"56 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv3]/conv2d_0" -> "57 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn3]/batch_norm_0";
-"57 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn3]/batch_norm_0" -> "58 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"58 ResNeXt/Sequential[layer1]/Block[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "59 ResNeXt/Sequential[layer1]/Block[2]/__iadd___0";
+"56 ResNeXt/Sequential[layer1]/Block[2]/NNCFConv2d[conv3]/conv2d_0" -> "57 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"57 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "58 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"58 ResNeXt/Sequential[layer1]/Block[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "59 ResNeXt/Sequential[layer1]/Block[2]/__iadd___0";
 "59 ResNeXt/Sequential[layer1]/Block[2]/__iadd___0" -> "60 ResNeXt/Sequential[layer1]/Block[2]/relu_2";
 "60 ResNeXt/Sequential[layer1]/Block[2]/relu_2" -> "61 ResNeXt/Sequential[layer1]/Block[2]/SymmetricQuantizer/symmetric_quantize_2";
 "61 ResNeXt/Sequential[layer1]/Block[2]/SymmetricQuantizer/symmetric_quantize_2" -> "63 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv1]/conv2d_0";
 "61 ResNeXt/Sequential[layer1]/Block[2]/SymmetricQuantizer/symmetric_quantize_2" -> "77 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "62 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "63 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv1]/conv2d_0";
-"63 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv1]/conv2d_0" -> "64 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn1]/batch_norm_0";
-"64 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn1]/batch_norm_0" -> "65 ResNeXt/Sequential[layer2]/Block[0]/relu_0";
+"63 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv1]/conv2d_0" -> "64 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"64 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "65 ResNeXt/Sequential[layer2]/Block[0]/relu_0";
 "65 ResNeXt/Sequential[layer2]/Block[0]/relu_0" -> "66 ResNeXt/Sequential[layer2]/Block[0]/SymmetricQuantizer/symmetric_quantize_0";
 "66 ResNeXt/Sequential[layer2]/Block[0]/SymmetricQuantizer/symmetric_quantize_0" -> "68 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv2]/conv2d_0";
 "67 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "68 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv2]/conv2d_0";
-"68 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv2]/conv2d_0" -> "69 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn2]/batch_norm_0";
-"69 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn2]/batch_norm_0" -> "70 ResNeXt/Sequential[layer2]/Block[0]/relu_1";
+"68 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv2]/conv2d_0" -> "69 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"69 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "70 ResNeXt/Sequential[layer2]/Block[0]/relu_1";
 "70 ResNeXt/Sequential[layer2]/Block[0]/relu_1" -> "71 ResNeXt/Sequential[layer2]/Block[0]/SymmetricQuantizer/symmetric_quantize_1";
 "71 ResNeXt/Sequential[layer2]/Block[0]/SymmetricQuantizer/symmetric_quantize_1" -> "73 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv3]/conv2d_0";
 "72 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "73 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv3]/conv2d_0";
-"73 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv3]/conv2d_0" -> "74 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn3]/batch_norm_0";
-"74 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn3]/batch_norm_0" -> "75 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"75 ResNeXt/Sequential[layer2]/Block[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "80 ResNeXt/Sequential[layer2]/Block[0]/__iadd___0";
+"73 ResNeXt/Sequential[layer2]/Block[0]/NNCFConv2d[conv3]/conv2d_0" -> "74 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"74 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "75 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"75 ResNeXt/Sequential[layer2]/Block[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "80 ResNeXt/Sequential[layer2]/Block[0]/__iadd___0";
 "76 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"77 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "78 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"78 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "79 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"79 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "80 ResNeXt/Sequential[layer2]/Block[0]/__iadd___0";
+"77 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "78 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"78 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "79 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"79 ResNeXt/Sequential[layer2]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "80 ResNeXt/Sequential[layer2]/Block[0]/__iadd___0";
 "80 ResNeXt/Sequential[layer2]/Block[0]/__iadd___0" -> "81 ResNeXt/Sequential[layer2]/Block[0]/relu_2";
 "81 ResNeXt/Sequential[layer2]/Block[0]/relu_2" -> "82 ResNeXt/Sequential[layer2]/Block[0]/SymmetricQuantizer/symmetric_quantize_2";
 "82 ResNeXt/Sequential[layer2]/Block[0]/SymmetricQuantizer/symmetric_quantize_2" -> "84 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv1]/conv2d_0";
 "82 ResNeXt/Sequential[layer2]/Block[0]/SymmetricQuantizer/symmetric_quantize_2" -> "97 ResNeXt/Sequential[layer2]/Block[1]/__iadd___0";
 "83 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "84 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv1]/conv2d_0";
-"84 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv1]/conv2d_0" -> "85 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn1]/batch_norm_0";
-"85 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn1]/batch_norm_0" -> "86 ResNeXt/Sequential[layer2]/Block[1]/relu_0";
+"84 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv1]/conv2d_0" -> "85 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"85 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "86 ResNeXt/Sequential[layer2]/Block[1]/relu_0";
 "86 ResNeXt/Sequential[layer2]/Block[1]/relu_0" -> "87 ResNeXt/Sequential[layer2]/Block[1]/SymmetricQuantizer/symmetric_quantize_0";
 "87 ResNeXt/Sequential[layer2]/Block[1]/SymmetricQuantizer/symmetric_quantize_0" -> "89 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv2]/conv2d_0";
 "88 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "89 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv2]/conv2d_0";
-"89 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv2]/conv2d_0" -> "90 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn2]/batch_norm_0";
-"90 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn2]/batch_norm_0" -> "91 ResNeXt/Sequential[layer2]/Block[1]/relu_1";
+"89 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv2]/conv2d_0" -> "90 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"90 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "91 ResNeXt/Sequential[layer2]/Block[1]/relu_1";
 "91 ResNeXt/Sequential[layer2]/Block[1]/relu_1" -> "92 ResNeXt/Sequential[layer2]/Block[1]/SymmetricQuantizer/symmetric_quantize_1";
 "92 ResNeXt/Sequential[layer2]/Block[1]/SymmetricQuantizer/symmetric_quantize_1" -> "94 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv3]/conv2d_0";
 "93 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "94 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv3]/conv2d_0";
-"94 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv3]/conv2d_0" -> "95 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn3]/batch_norm_0";
-"95 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn3]/batch_norm_0" -> "96 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"96 ResNeXt/Sequential[layer2]/Block[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "97 ResNeXt/Sequential[layer2]/Block[1]/__iadd___0";
+"94 ResNeXt/Sequential[layer2]/Block[1]/NNCFConv2d[conv3]/conv2d_0" -> "95 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"95 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "96 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"96 ResNeXt/Sequential[layer2]/Block[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "97 ResNeXt/Sequential[layer2]/Block[1]/__iadd___0";
 "97 ResNeXt/Sequential[layer2]/Block[1]/__iadd___0" -> "98 ResNeXt/Sequential[layer2]/Block[1]/relu_2";
 "98 ResNeXt/Sequential[layer2]/Block[1]/relu_2" -> "99 ResNeXt/Sequential[layer2]/Block[1]/SymmetricQuantizer/symmetric_quantize_2";
 "99 ResNeXt/Sequential[layer2]/Block[1]/SymmetricQuantizer/symmetric_quantize_2" -> "101 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv1]/conv2d_0";
 "99 ResNeXt/Sequential[layer2]/Block[1]/SymmetricQuantizer/symmetric_quantize_2" -> "114 ResNeXt/Sequential[layer2]/Block[2]/__iadd___0";
 "100 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "101 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv1]/conv2d_0";
-"101 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv1]/conv2d_0" -> "102 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn1]/batch_norm_0";
-"102 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn1]/batch_norm_0" -> "103 ResNeXt/Sequential[layer2]/Block[2]/relu_0";
+"101 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv1]/conv2d_0" -> "102 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"102 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "103 ResNeXt/Sequential[layer2]/Block[2]/relu_0";
 "103 ResNeXt/Sequential[layer2]/Block[2]/relu_0" -> "104 ResNeXt/Sequential[layer2]/Block[2]/SymmetricQuantizer/symmetric_quantize_0";
 "104 ResNeXt/Sequential[layer2]/Block[2]/SymmetricQuantizer/symmetric_quantize_0" -> "106 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv2]/conv2d_0";
 "105 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "106 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv2]/conv2d_0";
-"106 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv2]/conv2d_0" -> "107 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn2]/batch_norm_0";
-"107 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn2]/batch_norm_0" -> "108 ResNeXt/Sequential[layer2]/Block[2]/relu_1";
+"106 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv2]/conv2d_0" -> "107 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"107 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "108 ResNeXt/Sequential[layer2]/Block[2]/relu_1";
 "108 ResNeXt/Sequential[layer2]/Block[2]/relu_1" -> "109 ResNeXt/Sequential[layer2]/Block[2]/SymmetricQuantizer/symmetric_quantize_1";
 "109 ResNeXt/Sequential[layer2]/Block[2]/SymmetricQuantizer/symmetric_quantize_1" -> "111 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv3]/conv2d_0";
 "110 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "111 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv3]/conv2d_0";
-"111 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv3]/conv2d_0" -> "112 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn3]/batch_norm_0";
-"112 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn3]/batch_norm_0" -> "113 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"113 ResNeXt/Sequential[layer2]/Block[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "114 ResNeXt/Sequential[layer2]/Block[2]/__iadd___0";
+"111 ResNeXt/Sequential[layer2]/Block[2]/NNCFConv2d[conv3]/conv2d_0" -> "112 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"112 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "113 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"113 ResNeXt/Sequential[layer2]/Block[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "114 ResNeXt/Sequential[layer2]/Block[2]/__iadd___0";
 "114 ResNeXt/Sequential[layer2]/Block[2]/__iadd___0" -> "115 ResNeXt/Sequential[layer2]/Block[2]/relu_2";
 "115 ResNeXt/Sequential[layer2]/Block[2]/relu_2" -> "116 ResNeXt/Sequential[layer2]/Block[2]/SymmetricQuantizer/symmetric_quantize_2";
 "116 ResNeXt/Sequential[layer2]/Block[2]/SymmetricQuantizer/symmetric_quantize_2" -> "118 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv1]/conv2d_0";
 "116 ResNeXt/Sequential[layer2]/Block[2]/SymmetricQuantizer/symmetric_quantize_2" -> "132 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "117 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "118 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv1]/conv2d_0";
-"118 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv1]/conv2d_0" -> "119 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn1]/batch_norm_0";
-"119 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn1]/batch_norm_0" -> "120 ResNeXt/Sequential[layer3]/Block[0]/relu_0";
+"118 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv1]/conv2d_0" -> "119 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"119 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "120 ResNeXt/Sequential[layer3]/Block[0]/relu_0";
 "120 ResNeXt/Sequential[layer3]/Block[0]/relu_0" -> "121 ResNeXt/Sequential[layer3]/Block[0]/SymmetricQuantizer/symmetric_quantize_0";
 "121 ResNeXt/Sequential[layer3]/Block[0]/SymmetricQuantizer/symmetric_quantize_0" -> "123 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv2]/conv2d_0";
 "122 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "123 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv2]/conv2d_0";
-"123 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv2]/conv2d_0" -> "124 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn2]/batch_norm_0";
-"124 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn2]/batch_norm_0" -> "125 ResNeXt/Sequential[layer3]/Block[0]/relu_1";
+"123 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv2]/conv2d_0" -> "124 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"124 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "125 ResNeXt/Sequential[layer3]/Block[0]/relu_1";
 "125 ResNeXt/Sequential[layer3]/Block[0]/relu_1" -> "126 ResNeXt/Sequential[layer3]/Block[0]/SymmetricQuantizer/symmetric_quantize_1";
 "126 ResNeXt/Sequential[layer3]/Block[0]/SymmetricQuantizer/symmetric_quantize_1" -> "128 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv3]/conv2d_0";
 "127 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "128 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv3]/conv2d_0";
-"128 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv3]/conv2d_0" -> "129 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn3]/batch_norm_0";
-"129 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn3]/batch_norm_0" -> "130 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"130 ResNeXt/Sequential[layer3]/Block[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "135 ResNeXt/Sequential[layer3]/Block[0]/__iadd___0";
+"128 ResNeXt/Sequential[layer3]/Block[0]/NNCFConv2d[conv3]/conv2d_0" -> "129 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"129 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "130 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"130 ResNeXt/Sequential[layer3]/Block[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "135 ResNeXt/Sequential[layer3]/Block[0]/__iadd___0";
 "131 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "132 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
-"132 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "133 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0";
-"133 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/batch_norm_0" -> "134 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0";
-"134 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/BatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0" -> "135 ResNeXt/Sequential[layer3]/Block[0]/__iadd___0";
+"132 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "133 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0";
+"133 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/batch_norm_0" -> "134 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0";
+"134 ResNeXt/Sequential[layer3]/Block[0]/Sequential[shortcut]/NNCFBatchNorm[1]/SymmetricQuantizer/symmetric_quantize_0" -> "135 ResNeXt/Sequential[layer3]/Block[0]/__iadd___0";
 "135 ResNeXt/Sequential[layer3]/Block[0]/__iadd___0" -> "136 ResNeXt/Sequential[layer3]/Block[0]/relu_2";
 "136 ResNeXt/Sequential[layer3]/Block[0]/relu_2" -> "137 ResNeXt/Sequential[layer3]/Block[0]/SymmetricQuantizer/symmetric_quantize_2";
 "137 ResNeXt/Sequential[layer3]/Block[0]/SymmetricQuantizer/symmetric_quantize_2" -> "139 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv1]/conv2d_0";
 "137 ResNeXt/Sequential[layer3]/Block[0]/SymmetricQuantizer/symmetric_quantize_2" -> "152 ResNeXt/Sequential[layer3]/Block[1]/__iadd___0";
 "138 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "139 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv1]/conv2d_0";
-"139 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv1]/conv2d_0" -> "140 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn1]/batch_norm_0";
-"140 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn1]/batch_norm_0" -> "141 ResNeXt/Sequential[layer3]/Block[1]/relu_0";
+"139 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv1]/conv2d_0" -> "140 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"140 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "141 ResNeXt/Sequential[layer3]/Block[1]/relu_0";
 "141 ResNeXt/Sequential[layer3]/Block[1]/relu_0" -> "142 ResNeXt/Sequential[layer3]/Block[1]/SymmetricQuantizer/symmetric_quantize_0";
 "142 ResNeXt/Sequential[layer3]/Block[1]/SymmetricQuantizer/symmetric_quantize_0" -> "144 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv2]/conv2d_0";
 "143 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "144 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv2]/conv2d_0";
-"144 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv2]/conv2d_0" -> "145 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn2]/batch_norm_0";
-"145 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn2]/batch_norm_0" -> "146 ResNeXt/Sequential[layer3]/Block[1]/relu_1";
+"144 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv2]/conv2d_0" -> "145 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"145 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "146 ResNeXt/Sequential[layer3]/Block[1]/relu_1";
 "146 ResNeXt/Sequential[layer3]/Block[1]/relu_1" -> "147 ResNeXt/Sequential[layer3]/Block[1]/SymmetricQuantizer/symmetric_quantize_1";
 "147 ResNeXt/Sequential[layer3]/Block[1]/SymmetricQuantizer/symmetric_quantize_1" -> "149 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv3]/conv2d_0";
 "148 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "149 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv3]/conv2d_0";
-"149 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv3]/conv2d_0" -> "150 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn3]/batch_norm_0";
-"150 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn3]/batch_norm_0" -> "151 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"151 ResNeXt/Sequential[layer3]/Block[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 ResNeXt/Sequential[layer3]/Block[1]/__iadd___0";
+"149 ResNeXt/Sequential[layer3]/Block[1]/NNCFConv2d[conv3]/conv2d_0" -> "150 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"150 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "151 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"151 ResNeXt/Sequential[layer3]/Block[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "152 ResNeXt/Sequential[layer3]/Block[1]/__iadd___0";
 "152 ResNeXt/Sequential[layer3]/Block[1]/__iadd___0" -> "153 ResNeXt/Sequential[layer3]/Block[1]/relu_2";
 "153 ResNeXt/Sequential[layer3]/Block[1]/relu_2" -> "154 ResNeXt/Sequential[layer3]/Block[1]/SymmetricQuantizer/symmetric_quantize_2";
 "154 ResNeXt/Sequential[layer3]/Block[1]/SymmetricQuantizer/symmetric_quantize_2" -> "156 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv1]/conv2d_0";
 "154 ResNeXt/Sequential[layer3]/Block[1]/SymmetricQuantizer/symmetric_quantize_2" -> "169 ResNeXt/Sequential[layer3]/Block[2]/__iadd___0";
 "155 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "156 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv1]/conv2d_0";
-"156 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv1]/conv2d_0" -> "157 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn1]/batch_norm_0";
-"157 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn1]/batch_norm_0" -> "158 ResNeXt/Sequential[layer3]/Block[2]/relu_0";
+"156 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv1]/conv2d_0" -> "157 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"157 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "158 ResNeXt/Sequential[layer3]/Block[2]/relu_0";
 "158 ResNeXt/Sequential[layer3]/Block[2]/relu_0" -> "159 ResNeXt/Sequential[layer3]/Block[2]/SymmetricQuantizer/symmetric_quantize_0";
 "159 ResNeXt/Sequential[layer3]/Block[2]/SymmetricQuantizer/symmetric_quantize_0" -> "161 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv2]/conv2d_0";
 "160 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "161 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv2]/conv2d_0";
-"161 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv2]/conv2d_0" -> "162 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn2]/batch_norm_0";
-"162 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn2]/batch_norm_0" -> "163 ResNeXt/Sequential[layer3]/Block[2]/relu_1";
+"161 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv2]/conv2d_0" -> "162 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"162 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "163 ResNeXt/Sequential[layer3]/Block[2]/relu_1";
 "163 ResNeXt/Sequential[layer3]/Block[2]/relu_1" -> "164 ResNeXt/Sequential[layer3]/Block[2]/SymmetricQuantizer/symmetric_quantize_1";
 "164 ResNeXt/Sequential[layer3]/Block[2]/SymmetricQuantizer/symmetric_quantize_1" -> "166 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv3]/conv2d_0";
 "165 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "166 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv3]/conv2d_0";
-"166 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv3]/conv2d_0" -> "167 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn3]/batch_norm_0";
-"167 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn3]/batch_norm_0" -> "168 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"168 ResNeXt/Sequential[layer3]/Block[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 ResNeXt/Sequential[layer3]/Block[2]/__iadd___0";
+"166 ResNeXt/Sequential[layer3]/Block[2]/NNCFConv2d[conv3]/conv2d_0" -> "167 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"167 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "168 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"168 ResNeXt/Sequential[layer3]/Block[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 ResNeXt/Sequential[layer3]/Block[2]/__iadd___0";
 "169 ResNeXt/Sequential[layer3]/Block[2]/__iadd___0" -> "170 ResNeXt/Sequential[layer3]/Block[2]/relu_2";
 "170 ResNeXt/Sequential[layer3]/Block[2]/relu_2" -> "171 ResNeXt/Sequential[layer3]/Block[2]/SymmetricQuantizer/symmetric_quantize_2";
 "171 ResNeXt/Sequential[layer3]/Block[2]/SymmetricQuantizer/symmetric_quantize_2" -> "172 ResNeXt/avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/senet18.dot b/tests/torch/data/reference_graphs/quantized/symmetric/senet18.dot
index b818b42934d..540577d0074 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/senet18.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/senet18.dot
@@ -3,15 +3,15 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 SENet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 SENet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 SENet/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 SENet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 SENet/relu_0" [id=5, type=relu];
 "6 SENet/SymmetricQuantizer/symmetric_quantize_0" [id=6, type=symmetric_quantize];
-"7 SENet/Sequential[layer1]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=7, type=batch_norm];
+"7 SENet/Sequential[layer1]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=7, type=batch_norm];
 "8 SENet/Sequential[layer1]/PreActBlock[0]/relu_0" [id=8, type=relu];
 "9 SENet/Sequential[layer1]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=9, type=symmetric_quantize];
 "10 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=10, type=symmetric_quantize];
 "11 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=11, type=conv2d];
-"12 SENet/Sequential[layer1]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=12, type=batch_norm];
+"12 SENet/Sequential[layer1]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=12, type=batch_norm];
 "13 SENet/Sequential[layer1]/PreActBlock[0]/relu_1" [id=13, type=relu];
 "14 SENet/Sequential[layer1]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=14, type=symmetric_quantize];
 "15 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=15, type=symmetric_quantize];
@@ -31,12 +31,12 @@ strict digraph  {
 "29 SENet/Sequential[layer1]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_5" [id=29, type=symmetric_quantize];
 "30 SENet/Sequential[layer1]/PreActBlock[0]/__iadd___0" [id=30, type=__iadd__];
 "31 SENet/Sequential[layer1]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6" [id=31, type=symmetric_quantize];
-"32 SENet/Sequential[layer1]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=32, type=batch_norm];
+"32 SENet/Sequential[layer1]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=32, type=batch_norm];
 "33 SENet/Sequential[layer1]/PreActBlock[1]/relu_0" [id=33, type=relu];
 "34 SENet/Sequential[layer1]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=34, type=symmetric_quantize];
 "35 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=35, type=symmetric_quantize];
 "36 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=36, type=conv2d];
-"37 SENet/Sequential[layer1]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=37, type=batch_norm];
+"37 SENet/Sequential[layer1]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=37, type=batch_norm];
 "38 SENet/Sequential[layer1]/PreActBlock[1]/relu_1" [id=38, type=relu];
 "39 SENet/Sequential[layer1]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=39, type=symmetric_quantize];
 "40 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=40, type=symmetric_quantize];
@@ -55,7 +55,7 @@ strict digraph  {
 "53 SENet/Sequential[layer1]/PreActBlock[1]/__mul___0" [id=53, type=__mul__];
 "54 SENet/Sequential[layer1]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_5" [id=54, type=symmetric_quantize];
 "55 SENet/Sequential[layer1]/PreActBlock[1]/__iadd___0" [id=55, type=__iadd__];
-"56 SENet/Sequential[layer2]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=56, type=batch_norm];
+"56 SENet/Sequential[layer2]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=56, type=batch_norm];
 "57 SENet/Sequential[layer2]/PreActBlock[0]/relu_0" [id=57, type=relu];
 "58 SENet/Sequential[layer2]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=58, type=symmetric_quantize];
 "59 SENet/Sequential[layer2]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=59, type=symmetric_quantize];
@@ -63,7 +63,7 @@ strict digraph  {
 "61 SENet/Sequential[layer2]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0" [id=61, type=symmetric_quantize];
 "62 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=62, type=symmetric_quantize];
 "63 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=63, type=conv2d];
-"64 SENet/Sequential[layer2]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=64, type=batch_norm];
+"64 SENet/Sequential[layer2]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=64, type=batch_norm];
 "65 SENet/Sequential[layer2]/PreActBlock[0]/relu_1" [id=65, type=relu];
 "66 SENet/Sequential[layer2]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=66, type=symmetric_quantize];
 "67 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=67, type=symmetric_quantize];
@@ -83,12 +83,12 @@ strict digraph  {
 "81 SENet/Sequential[layer2]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_5" [id=81, type=symmetric_quantize];
 "82 SENet/Sequential[layer2]/PreActBlock[0]/__iadd___0" [id=82, type=__iadd__];
 "83 SENet/Sequential[layer2]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6" [id=83, type=symmetric_quantize];
-"84 SENet/Sequential[layer2]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=84, type=batch_norm];
+"84 SENet/Sequential[layer2]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=84, type=batch_norm];
 "85 SENet/Sequential[layer2]/PreActBlock[1]/relu_0" [id=85, type=relu];
 "86 SENet/Sequential[layer2]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=86, type=symmetric_quantize];
 "87 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=87, type=symmetric_quantize];
 "88 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=88, type=conv2d];
-"89 SENet/Sequential[layer2]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=89, type=batch_norm];
+"89 SENet/Sequential[layer2]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=89, type=batch_norm];
 "90 SENet/Sequential[layer2]/PreActBlock[1]/relu_1" [id=90, type=relu];
 "91 SENet/Sequential[layer2]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=91, type=symmetric_quantize];
 "92 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=92, type=symmetric_quantize];
@@ -107,7 +107,7 @@ strict digraph  {
 "105 SENet/Sequential[layer2]/PreActBlock[1]/__mul___0" [id=105, type=__mul__];
 "106 SENet/Sequential[layer2]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_5" [id=106, type=symmetric_quantize];
 "107 SENet/Sequential[layer2]/PreActBlock[1]/__iadd___0" [id=107, type=__iadd__];
-"108 SENet/Sequential[layer3]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=108, type=batch_norm];
+"108 SENet/Sequential[layer3]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=108, type=batch_norm];
 "109 SENet/Sequential[layer3]/PreActBlock[0]/relu_0" [id=109, type=relu];
 "110 SENet/Sequential[layer3]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=110, type=symmetric_quantize];
 "111 SENet/Sequential[layer3]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=111, type=symmetric_quantize];
@@ -115,7 +115,7 @@ strict digraph  {
 "113 SENet/Sequential[layer3]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0" [id=113, type=symmetric_quantize];
 "114 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=114, type=symmetric_quantize];
 "115 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=115, type=conv2d];
-"116 SENet/Sequential[layer3]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=116, type=batch_norm];
+"116 SENet/Sequential[layer3]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=116, type=batch_norm];
 "117 SENet/Sequential[layer3]/PreActBlock[0]/relu_1" [id=117, type=relu];
 "118 SENet/Sequential[layer3]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=118, type=symmetric_quantize];
 "119 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=119, type=symmetric_quantize];
@@ -135,12 +135,12 @@ strict digraph  {
 "133 SENet/Sequential[layer3]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_5" [id=133, type=symmetric_quantize];
 "134 SENet/Sequential[layer3]/PreActBlock[0]/__iadd___0" [id=134, type=__iadd__];
 "135 SENet/Sequential[layer3]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6" [id=135, type=symmetric_quantize];
-"136 SENet/Sequential[layer3]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=136, type=batch_norm];
+"136 SENet/Sequential[layer3]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=136, type=batch_norm];
 "137 SENet/Sequential[layer3]/PreActBlock[1]/relu_0" [id=137, type=relu];
 "138 SENet/Sequential[layer3]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=138, type=symmetric_quantize];
 "139 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=139, type=symmetric_quantize];
 "140 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=140, type=conv2d];
-"141 SENet/Sequential[layer3]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=141, type=batch_norm];
+"141 SENet/Sequential[layer3]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=141, type=batch_norm];
 "142 SENet/Sequential[layer3]/PreActBlock[1]/relu_1" [id=142, type=relu];
 "143 SENet/Sequential[layer3]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=143, type=symmetric_quantize];
 "144 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=144, type=symmetric_quantize];
@@ -159,7 +159,7 @@ strict digraph  {
 "157 SENet/Sequential[layer3]/PreActBlock[1]/__mul___0" [id=157, type=__mul__];
 "158 SENet/Sequential[layer3]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_5" [id=158, type=symmetric_quantize];
 "159 SENet/Sequential[layer3]/PreActBlock[1]/__iadd___0" [id=159, type=__iadd__];
-"160 SENet/Sequential[layer4]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=160, type=batch_norm];
+"160 SENet/Sequential[layer4]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=160, type=batch_norm];
 "161 SENet/Sequential[layer4]/PreActBlock[0]/relu_0" [id=161, type=relu];
 "162 SENet/Sequential[layer4]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=162, type=symmetric_quantize];
 "163 SENet/Sequential[layer4]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=163, type=symmetric_quantize];
@@ -167,7 +167,7 @@ strict digraph  {
 "165 SENet/Sequential[layer4]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0" [id=165, type=symmetric_quantize];
 "166 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=166, type=symmetric_quantize];
 "167 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=167, type=conv2d];
-"168 SENet/Sequential[layer4]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=168, type=batch_norm];
+"168 SENet/Sequential[layer4]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=168, type=batch_norm];
 "169 SENet/Sequential[layer4]/PreActBlock[0]/relu_1" [id=169, type=relu];
 "170 SENet/Sequential[layer4]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=170, type=symmetric_quantize];
 "171 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=171, type=symmetric_quantize];
@@ -187,12 +187,12 @@ strict digraph  {
 "185 SENet/Sequential[layer4]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_5" [id=185, type=symmetric_quantize];
 "186 SENet/Sequential[layer4]/PreActBlock[0]/__iadd___0" [id=186, type=__iadd__];
 "187 SENet/Sequential[layer4]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6" [id=187, type=symmetric_quantize];
-"188 SENet/Sequential[layer4]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=188, type=batch_norm];
+"188 SENet/Sequential[layer4]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=188, type=batch_norm];
 "189 SENet/Sequential[layer4]/PreActBlock[1]/relu_0" [id=189, type=relu];
 "190 SENet/Sequential[layer4]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=190, type=symmetric_quantize];
 "191 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=191, type=symmetric_quantize];
 "192 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=192, type=conv2d];
-"193 SENet/Sequential[layer4]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=193, type=batch_norm];
+"193 SENet/Sequential[layer4]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=193, type=batch_norm];
 "194 SENet/Sequential[layer4]/PreActBlock[1]/relu_1" [id=194, type=relu];
 "195 SENet/Sequential[layer4]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=195, type=symmetric_quantize];
 "196 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=196, type=symmetric_quantize];
@@ -221,17 +221,17 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 SENet/NNCFConv2d[conv1]/conv2d_0";
 "2 SENet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 SENet/NNCFConv2d[conv1]/conv2d_0";
-"3 SENet/NNCFConv2d[conv1]/conv2d_0" -> "4 SENet/BatchNorm2d[bn1]/batch_norm_0";
-"4 SENet/BatchNorm2d[bn1]/batch_norm_0" -> "5 SENet/relu_0";
+"3 SENet/NNCFConv2d[conv1]/conv2d_0" -> "4 SENet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 SENet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 SENet/relu_0";
 "5 SENet/relu_0" -> "6 SENet/SymmetricQuantizer/symmetric_quantize_0";
-"6 SENet/SymmetricQuantizer/symmetric_quantize_0" -> "7 SENet/Sequential[layer1]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"7 SENet/Sequential[layer1]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "8 SENet/Sequential[layer1]/PreActBlock[0]/relu_0";
+"6 SENet/SymmetricQuantizer/symmetric_quantize_0" -> "7 SENet/Sequential[layer1]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"7 SENet/Sequential[layer1]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "8 SENet/Sequential[layer1]/PreActBlock[0]/relu_0";
 "8 SENet/Sequential[layer1]/PreActBlock[0]/relu_0" -> "9 SENet/Sequential[layer1]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "6 SENet/SymmetricQuantizer/symmetric_quantize_0" -> "30 SENet/Sequential[layer1]/PreActBlock[0]/__iadd___0";
 "9 SENet/Sequential[layer1]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "11 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "10 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "11 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"11 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "12 SENet/Sequential[layer1]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"12 SENet/Sequential[layer1]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "13 SENet/Sequential[layer1]/PreActBlock[0]/relu_1";
+"11 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "12 SENet/Sequential[layer1]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"12 SENet/Sequential[layer1]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "13 SENet/Sequential[layer1]/PreActBlock[0]/relu_1";
 "13 SENet/Sequential[layer1]/PreActBlock[0]/relu_1" -> "14 SENet/Sequential[layer1]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "14 SENet/Sequential[layer1]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "16 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "15 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "16 SENet/Sequential[layer1]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
@@ -251,14 +251,14 @@ strict digraph  {
 "28 SENet/Sequential[layer1]/PreActBlock[0]/__mul___0" -> "29 SENet/Sequential[layer1]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_5";
 "29 SENet/Sequential[layer1]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_5" -> "30 SENet/Sequential[layer1]/PreActBlock[0]/__iadd___0";
 "30 SENet/Sequential[layer1]/PreActBlock[0]/__iadd___0" -> "31 SENet/Sequential[layer1]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6";
-"31 SENet/Sequential[layer1]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6" -> "32 SENet/Sequential[layer1]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
+"31 SENet/Sequential[layer1]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6" -> "32 SENet/Sequential[layer1]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "31 SENet/Sequential[layer1]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6" -> "55 SENet/Sequential[layer1]/PreActBlock[1]/__iadd___0";
-"32 SENet/Sequential[layer1]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "33 SENet/Sequential[layer1]/PreActBlock[1]/relu_0";
+"32 SENet/Sequential[layer1]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "33 SENet/Sequential[layer1]/PreActBlock[1]/relu_0";
 "33 SENet/Sequential[layer1]/PreActBlock[1]/relu_0" -> "34 SENet/Sequential[layer1]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "34 SENet/Sequential[layer1]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "36 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "35 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"36 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "37 SENet/Sequential[layer1]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"37 SENet/Sequential[layer1]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "38 SENet/Sequential[layer1]/PreActBlock[1]/relu_1";
+"36 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "37 SENet/Sequential[layer1]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"37 SENet/Sequential[layer1]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "38 SENet/Sequential[layer1]/PreActBlock[1]/relu_1";
 "38 SENet/Sequential[layer1]/PreActBlock[1]/relu_1" -> "39 SENet/Sequential[layer1]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "39 SENet/Sequential[layer1]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "41 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "40 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 SENet/Sequential[layer1]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
@@ -277,8 +277,8 @@ strict digraph  {
 "52 SENet/Sequential[layer1]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_4" -> "53 SENet/Sequential[layer1]/PreActBlock[1]/__mul___0";
 "53 SENet/Sequential[layer1]/PreActBlock[1]/__mul___0" -> "54 SENet/Sequential[layer1]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_5";
 "54 SENet/Sequential[layer1]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_5" -> "55 SENet/Sequential[layer1]/PreActBlock[1]/__iadd___0";
-"55 SENet/Sequential[layer1]/PreActBlock[1]/__iadd___0" -> "56 SENet/Sequential[layer2]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"56 SENet/Sequential[layer2]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "57 SENet/Sequential[layer2]/PreActBlock[0]/relu_0";
+"55 SENet/Sequential[layer1]/PreActBlock[1]/__iadd___0" -> "56 SENet/Sequential[layer2]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"56 SENet/Sequential[layer2]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "57 SENet/Sequential[layer2]/PreActBlock[0]/relu_0";
 "57 SENet/Sequential[layer2]/PreActBlock[0]/relu_0" -> "58 SENet/Sequential[layer2]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "58 SENet/Sequential[layer2]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "60 SENet/Sequential[layer2]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "58 SENet/Sequential[layer2]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "63 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -286,8 +286,8 @@ strict digraph  {
 "60 SENet/Sequential[layer2]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "61 SENet/Sequential[layer2]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0";
 "61 SENet/Sequential[layer2]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0" -> "82 SENet/Sequential[layer2]/PreActBlock[0]/__iadd___0";
 "62 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "63 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"63 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "64 SENet/Sequential[layer2]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"64 SENet/Sequential[layer2]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "65 SENet/Sequential[layer2]/PreActBlock[0]/relu_1";
+"63 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "64 SENet/Sequential[layer2]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"64 SENet/Sequential[layer2]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "65 SENet/Sequential[layer2]/PreActBlock[0]/relu_1";
 "65 SENet/Sequential[layer2]/PreActBlock[0]/relu_1" -> "66 SENet/Sequential[layer2]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "66 SENet/Sequential[layer2]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "68 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "67 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "68 SENet/Sequential[layer2]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
@@ -307,13 +307,13 @@ strict digraph  {
 "80 SENet/Sequential[layer2]/PreActBlock[0]/__mul___0" -> "81 SENet/Sequential[layer2]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_5";
 "81 SENet/Sequential[layer2]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_5" -> "82 SENet/Sequential[layer2]/PreActBlock[0]/__iadd___0";
 "82 SENet/Sequential[layer2]/PreActBlock[0]/__iadd___0" -> "83 SENet/Sequential[layer2]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6";
-"83 SENet/Sequential[layer2]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6" -> "84 SENet/Sequential[layer2]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"84 SENet/Sequential[layer2]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "85 SENet/Sequential[layer2]/PreActBlock[1]/relu_0";
+"83 SENet/Sequential[layer2]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6" -> "84 SENet/Sequential[layer2]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"84 SENet/Sequential[layer2]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "85 SENet/Sequential[layer2]/PreActBlock[1]/relu_0";
 "85 SENet/Sequential[layer2]/PreActBlock[1]/relu_0" -> "86 SENet/Sequential[layer2]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "86 SENet/Sequential[layer2]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "88 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "87 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "88 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"88 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "89 SENet/Sequential[layer2]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"89 SENet/Sequential[layer2]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "90 SENet/Sequential[layer2]/PreActBlock[1]/relu_1";
+"88 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "89 SENet/Sequential[layer2]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"89 SENet/Sequential[layer2]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "90 SENet/Sequential[layer2]/PreActBlock[1]/relu_1";
 "90 SENet/Sequential[layer2]/PreActBlock[1]/relu_1" -> "91 SENet/Sequential[layer2]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "91 SENet/Sequential[layer2]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "93 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "92 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "93 SENet/Sequential[layer2]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
@@ -333,8 +333,8 @@ strict digraph  {
 "104 SENet/Sequential[layer2]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_4" -> "105 SENet/Sequential[layer2]/PreActBlock[1]/__mul___0";
 "105 SENet/Sequential[layer2]/PreActBlock[1]/__mul___0" -> "106 SENet/Sequential[layer2]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_5";
 "106 SENet/Sequential[layer2]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_5" -> "107 SENet/Sequential[layer2]/PreActBlock[1]/__iadd___0";
-"107 SENet/Sequential[layer2]/PreActBlock[1]/__iadd___0" -> "108 SENet/Sequential[layer3]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"108 SENet/Sequential[layer3]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "109 SENet/Sequential[layer3]/PreActBlock[0]/relu_0";
+"107 SENet/Sequential[layer2]/PreActBlock[1]/__iadd___0" -> "108 SENet/Sequential[layer3]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"108 SENet/Sequential[layer3]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "109 SENet/Sequential[layer3]/PreActBlock[0]/relu_0";
 "109 SENet/Sequential[layer3]/PreActBlock[0]/relu_0" -> "110 SENet/Sequential[layer3]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "110 SENet/Sequential[layer3]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "112 SENet/Sequential[layer3]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "110 SENet/Sequential[layer3]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "115 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -342,8 +342,8 @@ strict digraph  {
 "112 SENet/Sequential[layer3]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "113 SENet/Sequential[layer3]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0";
 "113 SENet/Sequential[layer3]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0" -> "134 SENet/Sequential[layer3]/PreActBlock[0]/__iadd___0";
 "114 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "115 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"115 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "116 SENet/Sequential[layer3]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"116 SENet/Sequential[layer3]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "117 SENet/Sequential[layer3]/PreActBlock[0]/relu_1";
+"115 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "116 SENet/Sequential[layer3]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"116 SENet/Sequential[layer3]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "117 SENet/Sequential[layer3]/PreActBlock[0]/relu_1";
 "117 SENet/Sequential[layer3]/PreActBlock[0]/relu_1" -> "118 SENet/Sequential[layer3]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "118 SENet/Sequential[layer3]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "120 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "119 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "120 SENet/Sequential[layer3]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
@@ -363,14 +363,14 @@ strict digraph  {
 "132 SENet/Sequential[layer3]/PreActBlock[0]/__mul___0" -> "133 SENet/Sequential[layer3]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_5";
 "133 SENet/Sequential[layer3]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_5" -> "134 SENet/Sequential[layer3]/PreActBlock[0]/__iadd___0";
 "134 SENet/Sequential[layer3]/PreActBlock[0]/__iadd___0" -> "135 SENet/Sequential[layer3]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6";
-"135 SENet/Sequential[layer3]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6" -> "136 SENet/Sequential[layer3]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
+"135 SENet/Sequential[layer3]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6" -> "136 SENet/Sequential[layer3]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "135 SENet/Sequential[layer3]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6" -> "159 SENet/Sequential[layer3]/PreActBlock[1]/__iadd___0";
-"136 SENet/Sequential[layer3]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "137 SENet/Sequential[layer3]/PreActBlock[1]/relu_0";
+"136 SENet/Sequential[layer3]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "137 SENet/Sequential[layer3]/PreActBlock[1]/relu_0";
 "137 SENet/Sequential[layer3]/PreActBlock[1]/relu_0" -> "138 SENet/Sequential[layer3]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "138 SENet/Sequential[layer3]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "140 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "139 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "140 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"140 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "141 SENet/Sequential[layer3]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"141 SENet/Sequential[layer3]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "142 SENet/Sequential[layer3]/PreActBlock[1]/relu_1";
+"140 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "141 SENet/Sequential[layer3]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"141 SENet/Sequential[layer3]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "142 SENet/Sequential[layer3]/PreActBlock[1]/relu_1";
 "142 SENet/Sequential[layer3]/PreActBlock[1]/relu_1" -> "143 SENet/Sequential[layer3]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "143 SENet/Sequential[layer3]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "145 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "144 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "145 SENet/Sequential[layer3]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
@@ -389,8 +389,8 @@ strict digraph  {
 "156 SENet/Sequential[layer3]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_4" -> "157 SENet/Sequential[layer3]/PreActBlock[1]/__mul___0";
 "157 SENet/Sequential[layer3]/PreActBlock[1]/__mul___0" -> "158 SENet/Sequential[layer3]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_5";
 "158 SENet/Sequential[layer3]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_5" -> "159 SENet/Sequential[layer3]/PreActBlock[1]/__iadd___0";
-"159 SENet/Sequential[layer3]/PreActBlock[1]/__iadd___0" -> "160 SENet/Sequential[layer4]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"160 SENet/Sequential[layer4]/PreActBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "161 SENet/Sequential[layer4]/PreActBlock[0]/relu_0";
+"159 SENet/Sequential[layer3]/PreActBlock[1]/__iadd___0" -> "160 SENet/Sequential[layer4]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"160 SENet/Sequential[layer4]/PreActBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "161 SENet/Sequential[layer4]/PreActBlock[0]/relu_0";
 "161 SENet/Sequential[layer4]/PreActBlock[0]/relu_0" -> "162 SENet/Sequential[layer4]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "162 SENet/Sequential[layer4]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "164 SENet/Sequential[layer4]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0";
 "162 SENet/Sequential[layer4]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "167 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
@@ -398,8 +398,8 @@ strict digraph  {
 "164 SENet/Sequential[layer4]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/conv2d_0" -> "165 SENet/Sequential[layer4]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0";
 "165 SENet/Sequential[layer4]/PreActBlock[0]/Sequential[shortcut]/NNCFConv2d[0]/SymmetricQuantizer/symmetric_quantize_0" -> "186 SENet/Sequential[layer4]/PreActBlock[0]/__iadd___0";
 "166 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "167 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"167 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "168 SENet/Sequential[layer4]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"168 SENet/Sequential[layer4]/PreActBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "169 SENet/Sequential[layer4]/PreActBlock[0]/relu_1";
+"167 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "168 SENet/Sequential[layer4]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"168 SENet/Sequential[layer4]/PreActBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "169 SENet/Sequential[layer4]/PreActBlock[0]/relu_1";
 "169 SENet/Sequential[layer4]/PreActBlock[0]/relu_1" -> "170 SENet/Sequential[layer4]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "170 SENet/Sequential[layer4]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "172 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "171 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "172 SENet/Sequential[layer4]/PreActBlock[0]/NNCFConv2d[conv2]/conv2d_0";
@@ -419,14 +419,14 @@ strict digraph  {
 "184 SENet/Sequential[layer4]/PreActBlock[0]/__mul___0" -> "185 SENet/Sequential[layer4]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_5";
 "185 SENet/Sequential[layer4]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_5" -> "186 SENet/Sequential[layer4]/PreActBlock[0]/__iadd___0";
 "186 SENet/Sequential[layer4]/PreActBlock[0]/__iadd___0" -> "187 SENet/Sequential[layer4]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6";
-"187 SENet/Sequential[layer4]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6" -> "188 SENet/Sequential[layer4]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
+"187 SENet/Sequential[layer4]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6" -> "188 SENet/Sequential[layer4]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
 "187 SENet/Sequential[layer4]/PreActBlock[0]/SymmetricQuantizer/symmetric_quantize_6" -> "211 SENet/Sequential[layer4]/PreActBlock[1]/__iadd___0";
-"188 SENet/Sequential[layer4]/PreActBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "189 SENet/Sequential[layer4]/PreActBlock[1]/relu_0";
+"188 SENet/Sequential[layer4]/PreActBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "189 SENet/Sequential[layer4]/PreActBlock[1]/relu_0";
 "189 SENet/Sequential[layer4]/PreActBlock[1]/relu_0" -> "190 SENet/Sequential[layer4]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "190 SENet/Sequential[layer4]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "192 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "191 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "192 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"192 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "193 SENet/Sequential[layer4]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"193 SENet/Sequential[layer4]/PreActBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "194 SENet/Sequential[layer4]/PreActBlock[1]/relu_1";
+"192 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "193 SENet/Sequential[layer4]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"193 SENet/Sequential[layer4]/PreActBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "194 SENet/Sequential[layer4]/PreActBlock[1]/relu_1";
 "194 SENet/Sequential[layer4]/PreActBlock[1]/relu_1" -> "195 SENet/Sequential[layer4]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "195 SENet/Sequential[layer4]/PreActBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "197 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "196 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "197 SENet/Sequential[layer4]/PreActBlock[1]/NNCFConv2d[conv2]/conv2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/shufflenetv2.dot b/tests/torch/data/reference_graphs/quantized/symmetric/shufflenetv2.dot
index ae2139d0cd4..75daac24f5f 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/shufflenetv2.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/shufflenetv2.dot
@@ -3,30 +3,30 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 ShuffleNetV2/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 ShuffleNetV2/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 ShuffleNetV2/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 ShuffleNetV2/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 ShuffleNetV2/relu_0" [id=5, type=relu];
 "6 ShuffleNetV2/SymmetricQuantizer/symmetric_quantize_0" [id=6, type=symmetric_quantize];
 "7 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=7, type=symmetric_quantize];
 "8 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=8, type=conv2d];
-"9 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=9, type=batch_norm];
-"10 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=10, type=symmetric_quantize];
+"9 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=9, type=batch_norm];
+"10 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=10, type=symmetric_quantize];
 "11 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=11, type=symmetric_quantize];
 "12 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=12, type=conv2d];
-"13 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=13, type=batch_norm];
+"13 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=13, type=batch_norm];
 "14 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_0" [id=14, type=relu];
 "15 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=15, type=symmetric_quantize];
 "16 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=16, type=symmetric_quantize];
 "17 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" [id=17, type=conv2d];
-"18 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0" [id=18, type=batch_norm];
+"18 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=18, type=batch_norm];
 "19 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_1" [id=19, type=relu];
 "20 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=20, type=symmetric_quantize];
 "21 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv4]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=21, type=symmetric_quantize];
 "22 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" [id=22, type=conv2d];
-"23 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0" [id=23, type=batch_norm];
-"24 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn4]/SymmetricQuantizer/symmetric_quantize_0" [id=24, type=symmetric_quantize];
+"23 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0" [id=23, type=batch_norm];
+"24 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn4]/SymmetricQuantizer/symmetric_quantize_0" [id=24, type=symmetric_quantize];
 "25 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=25, type=symmetric_quantize];
 "26 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" [id=26, type=conv2d];
-"27 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0" [id=27, type=batch_norm];
+"27 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0" [id=27, type=batch_norm];
 "28 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_2" [id=28, type=relu];
 "29 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_2" [id=29, type=symmetric_quantize];
 "30 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/cat_0" [id=30, type=cat];
@@ -37,16 +37,16 @@ strict digraph  {
 "35 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/SplitBlock[split]/__getitem___1" [id=35, type=__getitem__];
 "36 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=36, type=symmetric_quantize];
 "37 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=37, type=conv2d];
-"38 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=38, type=batch_norm];
+"38 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=38, type=batch_norm];
 "39 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_0" [id=39, type=relu];
 "40 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=40, type=symmetric_quantize];
 "41 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=41, type=symmetric_quantize];
 "42 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=42, type=conv2d];
-"43 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=43, type=batch_norm];
-"44 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=44, type=symmetric_quantize];
+"43 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=43, type=batch_norm];
+"44 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=44, type=symmetric_quantize];
 "45 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=45, type=symmetric_quantize];
 "46 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" [id=46, type=conv2d];
-"47 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0" [id=47, type=batch_norm];
+"47 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=47, type=batch_norm];
 "48 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_1" [id=48, type=relu];
 "49 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=49, type=symmetric_quantize];
 "50 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/cat_0" [id=50, type=cat];
@@ -57,16 +57,16 @@ strict digraph  {
 "55 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/SplitBlock[split]/__getitem___1" [id=55, type=__getitem__];
 "56 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=56, type=symmetric_quantize];
 "57 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" [id=57, type=conv2d];
-"58 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0" [id=58, type=batch_norm];
+"58 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=58, type=batch_norm];
 "59 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_0" [id=59, type=relu];
 "60 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_0" [id=60, type=symmetric_quantize];
 "61 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=61, type=symmetric_quantize];
 "62 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" [id=62, type=conv2d];
-"63 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0" [id=63, type=batch_norm];
-"64 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=64, type=symmetric_quantize];
+"63 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=63, type=batch_norm];
+"64 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=64, type=symmetric_quantize];
 "65 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=65, type=symmetric_quantize];
 "66 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" [id=66, type=conv2d];
-"67 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0" [id=67, type=batch_norm];
+"67 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=67, type=batch_norm];
 "68 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_1" [id=68, type=relu];
 "69 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_1" [id=69, type=symmetric_quantize];
 "70 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/cat_0" [id=70, type=cat];
@@ -77,16 +77,16 @@ strict digraph  {
 "75 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/SplitBlock[split]/__getitem___1" [id=75, type=__getitem__];
 "76 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=76, type=symmetric_quantize];
 "77 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" [id=77, type=conv2d];
-"78 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0" [id=78, type=batch_norm];
+"78 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=78, type=batch_norm];
 "79 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_0" [id=79, type=relu];
 "80 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_0" [id=80, type=symmetric_quantize];
 "81 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=81, type=symmetric_quantize];
 "82 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" [id=82, type=conv2d];
-"83 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0" [id=83, type=batch_norm];
-"84 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=84, type=symmetric_quantize];
+"83 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=83, type=batch_norm];
+"84 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=84, type=symmetric_quantize];
 "85 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=85, type=symmetric_quantize];
 "86 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" [id=86, type=conv2d];
-"87 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0" [id=87, type=batch_norm];
+"87 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0" [id=87, type=batch_norm];
 "88 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_1" [id=88, type=relu];
 "89 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_1" [id=89, type=symmetric_quantize];
 "90 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/cat_0" [id=90, type=cat];
@@ -95,25 +95,25 @@ strict digraph  {
 "93 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/ShuffleBlock[shuffle]/reshape_0" [id=93, type=reshape];
 "94 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=94, type=symmetric_quantize];
 "95 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" [id=95, type=conv2d];
-"96 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0" [id=96, type=batch_norm];
-"97 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=97, type=symmetric_quantize];
+"96 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=96, type=batch_norm];
+"97 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" [id=97, type=symmetric_quantize];
 "98 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=98, type=symmetric_quantize];
 "99 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" [id=99, type=conv2d];
-"100 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0" [id=100, type=batch_norm];
+"100 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=100, type=batch_norm];
 "101 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_0" [id=101, type=relu];
 "102 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_0" [id=102, type=symmetric_quantize];
 "103 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=103, type=symmetric_quantize];
 "104 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" [id=104, type=conv2d];
-"105 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0" [id=105, type=batch_norm];
+"105 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=105, type=batch_norm];
 "106 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_1" [id=106, type=relu];
 "107 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_1" [id=107, type=symmetric_quantize];
 "108 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv4]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=108, type=symmetric_quantize];
 "109 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" [id=109, type=conv2d];
-"110 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0" [id=110, type=batch_norm];
-"111 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn4]/SymmetricQuantizer/symmetric_quantize_0" [id=111, type=symmetric_quantize];
+"110 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0" [id=110, type=batch_norm];
+"111 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn4]/SymmetricQuantizer/symmetric_quantize_0" [id=111, type=symmetric_quantize];
 "112 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=112, type=symmetric_quantize];
 "113 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" [id=113, type=conv2d];
-"114 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0" [id=114, type=batch_norm];
+"114 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0" [id=114, type=batch_norm];
 "115 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_2" [id=115, type=relu];
 "116 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_2" [id=116, type=symmetric_quantize];
 "117 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/cat_0" [id=117, type=cat];
@@ -124,16 +124,16 @@ strict digraph  {
 "122 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/SplitBlock[split]/__getitem___1" [id=122, type=__getitem__];
 "123 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=123, type=symmetric_quantize];
 "124 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=124, type=conv2d];
-"125 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=125, type=batch_norm];
+"125 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=125, type=batch_norm];
 "126 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/relu_0" [id=126, type=relu];
 "127 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=127, type=symmetric_quantize];
 "128 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=128, type=symmetric_quantize];
 "129 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=129, type=conv2d];
-"130 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=130, type=batch_norm];
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 "289 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/SplitBlock[split]/__getitem___1" [id=289, type=__getitem__];
 "290 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=290, type=symmetric_quantize];
 "291 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" [id=291, type=conv2d];
-"292 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" [id=292, type=batch_norm];
+"292 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=292, type=batch_norm];
 "293 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_0" [id=293, type=relu];
 "294 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" [id=294, type=symmetric_quantize];
 "295 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=295, type=symmetric_quantize];
 "296 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" [id=296, type=conv2d];
-"297 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" [id=297, type=batch_norm];
-"298 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=298, type=symmetric_quantize];
+"297 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=297, type=batch_norm];
+"298 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=298, type=symmetric_quantize];
 "299 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=299, type=symmetric_quantize];
 "300 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" [id=300, type=conv2d];
-"301 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0" [id=301, type=batch_norm];
+"301 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=301, type=batch_norm];
 "302 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_1" [id=302, type=relu];
 "303 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" [id=303, type=symmetric_quantize];
 "304 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/cat_0" [id=304, type=cat];
@@ -311,16 +311,16 @@ strict digraph  {
 "309 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/SplitBlock[split]/__getitem___1" [id=309, type=__getitem__];
 "310 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=310, type=symmetric_quantize];
 "311 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" [id=311, type=conv2d];
-"312 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0" [id=312, type=batch_norm];
+"312 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=312, type=batch_norm];
 "313 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_0" [id=313, type=relu];
 "314 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_0" [id=314, type=symmetric_quantize];
 "315 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=315, type=symmetric_quantize];
 "316 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" [id=316, type=conv2d];
-"317 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0" [id=317, type=batch_norm];
-"318 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=318, type=symmetric_quantize];
+"317 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=317, type=batch_norm];
+"318 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=318, type=symmetric_quantize];
 "319 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=319, type=symmetric_quantize];
 "320 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" [id=320, type=conv2d];
-"321 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0" [id=321, type=batch_norm];
+"321 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=321, type=batch_norm];
 "322 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_1" [id=322, type=relu];
 "323 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_1" [id=323, type=symmetric_quantize];
 "324 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/cat_0" [id=324, type=cat];
@@ -331,16 +331,16 @@ strict digraph  {
 "329 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/SplitBlock[split]/__getitem___1" [id=329, type=__getitem__];
 "330 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=330, type=symmetric_quantize];
 "331 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" [id=331, type=conv2d];
-"332 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0" [id=332, type=batch_norm];
+"332 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=332, type=batch_norm];
 "333 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_0" [id=333, type=relu];
 "334 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_0" [id=334, type=symmetric_quantize];
 "335 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=335, type=symmetric_quantize];
 "336 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" [id=336, type=conv2d];
-"337 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0" [id=337, type=batch_norm];
-"338 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=338, type=symmetric_quantize];
+"337 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=337, type=batch_norm];
+"338 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" [id=338, type=symmetric_quantize];
 "339 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=339, type=symmetric_quantize];
 "340 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" [id=340, type=conv2d];
-"341 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0" [id=341, type=batch_norm];
+"341 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0" [id=341, type=batch_norm];
 "342 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_1" [id=342, type=relu];
 "343 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_1" [id=343, type=symmetric_quantize];
 "344 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/cat_0" [id=344, type=cat];
@@ -349,7 +349,7 @@ strict digraph  {
 "347 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/ShuffleBlock[shuffle]/reshape_0" [id=347, type=reshape];
 "348 ShuffleNetV2/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=348, type=symmetric_quantize];
 "349 ShuffleNetV2/NNCFConv2d[conv2]/conv2d_0" [id=349, type=conv2d];
-"350 ShuffleNetV2/BatchNorm2d[bn2]/batch_norm_0" [id=350, type=batch_norm];
+"350 ShuffleNetV2/NNCFBatchNorm[bn2]/batch_norm_0" [id=350, type=batch_norm];
 "351 ShuffleNetV2/relu_1" [id=351, type=relu];
 "352 ShuffleNetV2/SymmetricQuantizer/symmetric_quantize_1" [id=352, type=symmetric_quantize];
 "353 ShuffleNetV2/avg_pool2d_0" [id=353, type=avg_pool2d];
@@ -361,32 +361,32 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 ShuffleNetV2/NNCFConv2d[conv1]/conv2d_0";
 "2 ShuffleNetV2/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 ShuffleNetV2/NNCFConv2d[conv1]/conv2d_0";
-"3 ShuffleNetV2/NNCFConv2d[conv1]/conv2d_0" -> "4 ShuffleNetV2/BatchNorm2d[bn1]/batch_norm_0";
-"4 ShuffleNetV2/BatchNorm2d[bn1]/batch_norm_0" -> "5 ShuffleNetV2/relu_0";
+"3 ShuffleNetV2/NNCFConv2d[conv1]/conv2d_0" -> "4 ShuffleNetV2/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ShuffleNetV2/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ShuffleNetV2/relu_0";
 "5 ShuffleNetV2/relu_0" -> "6 ShuffleNetV2/SymmetricQuantizer/symmetric_quantize_0";
 "6 ShuffleNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "8 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"8 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
+"8 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
 "6 ShuffleNetV2/SymmetricQuantizer/symmetric_quantize_0" -> "17 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0";
-"9 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "10 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"10 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "12 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
+"9 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "10 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"10 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "12 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "11 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "12 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"12 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "13 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"13 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "14 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_0";
+"12 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "13 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"13 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "14 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_0";
 "14 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_0" -> "15 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "15 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "30 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/cat_0";
 "16 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "17 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0";
-"17 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" -> "18 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0";
-"18 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0" -> "19 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_1";
+"17 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" -> "18 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"18 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "19 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_1";
 "19 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_1" -> "20 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "20 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "22 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0";
 "21 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv4]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "22 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0";
-"22 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" -> "23 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0";
-"23 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0" -> "24 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn4]/SymmetricQuantizer/symmetric_quantize_0";
-"24 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn4]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
+"22 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" -> "23 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0";
+"23 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0" -> "24 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn4]/SymmetricQuantizer/symmetric_quantize_0";
+"24 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn4]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
 "25 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "26 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
-"26 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" -> "27 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0";
-"27 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0" -> "28 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_2";
+"26 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" -> "27 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0";
+"27 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0" -> "28 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_2";
 "28 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/relu_2" -> "29 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_2";
 "29 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_2" -> "30 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/cat_0";
 "30 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/cat_0" -> "31 ShuffleNetV2/Sequential[layer1]/DownBlock[0]/ShuffleBlock[shuffle]/view_0";
@@ -397,17 +397,17 @@ strict digraph  {
 "34 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/SplitBlock[split]/__getitem___0" -> "50 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/cat_0";
 "35 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/SplitBlock[split]/__getitem___1" -> "37 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "36 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "37 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"37 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "38 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"38 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "39 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_0";
+"37 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "38 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"38 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "39 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_0";
 "39 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_0" -> "40 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "40 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "42 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "41 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "42 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"42 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "43 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"43 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "44 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"44 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "46 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
+"42 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "43 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"43 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "44 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"44 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "46 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
 "45 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "46 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
-"46 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" -> "47 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0";
-"47 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0" -> "48 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_1";
+"46 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" -> "47 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"47 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "48 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_1";
 "48 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/relu_1" -> "49 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "49 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "50 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/cat_0";
 "50 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/cat_0" -> "51 ShuffleNetV2/Sequential[layer1]/BasicBlock[1]/ShuffleBlock[shuffle]/view_0";
@@ -418,17 +418,17 @@ strict digraph  {
 "54 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/SplitBlock[split]/__getitem___0" -> "70 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/cat_0";
 "55 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/SplitBlock[split]/__getitem___1" -> "57 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0";
 "56 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0";
-"57 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" -> "58 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0";
-"58 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0" -> "59 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_0";
+"57 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" -> "58 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"58 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "59 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_0";
 "59 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_0" -> "60 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_0";
 "60 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_0" -> "62 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0";
 "61 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "62 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0";
-"62 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" -> "63 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0";
-"63 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0" -> "64 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"64 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "66 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
+"62 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" -> "63 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"63 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "64 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"64 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "66 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
 "65 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "66 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
-"66 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" -> "67 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0";
-"67 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0" -> "68 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_1";
+"66 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" -> "67 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"67 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "68 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_1";
 "68 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/relu_1" -> "69 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_1";
 "69 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_1" -> "70 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/cat_0";
 "70 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/cat_0" -> "71 ShuffleNetV2/Sequential[layer1]/BasicBlock[2]/ShuffleBlock[shuffle]/view_0";
@@ -439,17 +439,17 @@ strict digraph  {
 "74 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/SplitBlock[split]/__getitem___0" -> "90 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/cat_0";
 "75 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/SplitBlock[split]/__getitem___1" -> "77 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0";
 "76 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0";
-"77 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" -> "78 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0";
-"78 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0" -> "79 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_0";
+"77 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" -> "78 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"78 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "79 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_0";
 "79 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_0" -> "80 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_0";
 "80 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_0" -> "82 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0";
 "81 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0";
-"82 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" -> "83 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0";
-"83 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0" -> "84 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"84 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "86 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
+"82 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" -> "83 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"83 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "84 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"84 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "86 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
 "85 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "86 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
-"86 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" -> "87 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0";
-"87 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0" -> "88 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_1";
+"86 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" -> "87 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"87 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "88 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_1";
 "88 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/relu_1" -> "89 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_1";
 "89 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_1" -> "90 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/cat_0";
 "90 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/cat_0" -> "91 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/ShuffleBlock[shuffle]/view_0";
@@ -457,27 +457,27 @@ strict digraph  {
 "92 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/ShuffleBlock[shuffle]/permute_0" -> "93 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/ShuffleBlock[shuffle]/reshape_0";
 "93 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/ShuffleBlock[shuffle]/reshape_0" -> "95 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "94 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "95 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"95 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "96 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"96 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "97 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"97 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "99 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
+"95 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "96 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"96 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "97 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"97 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "99 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "98 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "99 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "93 ShuffleNetV2/Sequential[layer1]/BasicBlock[3]/ShuffleBlock[shuffle]/reshape_0" -> "104 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0";
-"99 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "100 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"100 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "101 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_0";
+"99 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "100 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"100 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "101 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_0";
 "101 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_0" -> "102 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "102 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "117 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/cat_0";
 "103 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "104 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0";
-"104 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" -> "105 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0";
-"105 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0" -> "106 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_1";
+"104 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" -> "105 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"105 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "106 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_1";
 "106 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_1" -> "107 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "107 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "109 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0";
 "108 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv4]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "109 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0";
-"109 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" -> "110 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0";
-"110 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0" -> "111 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn4]/SymmetricQuantizer/symmetric_quantize_0";
-"111 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn4]/SymmetricQuantizer/symmetric_quantize_0" -> "113 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
+"109 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" -> "110 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0";
+"110 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0" -> "111 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn4]/SymmetricQuantizer/symmetric_quantize_0";
+"111 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn4]/SymmetricQuantizer/symmetric_quantize_0" -> "113 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
 "112 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "113 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
-"113 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" -> "114 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0";
-"114 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0" -> "115 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_2";
+"113 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" -> "114 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0";
+"114 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0" -> "115 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_2";
 "115 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/relu_2" -> "116 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_2";
 "116 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_2" -> "117 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/cat_0";
 "117 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/cat_0" -> "118 ShuffleNetV2/Sequential[layer2]/DownBlock[0]/ShuffleBlock[shuffle]/view_0";
@@ -488,17 +488,17 @@ strict digraph  {
 "121 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/SplitBlock[split]/__getitem___0" -> "137 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/cat_0";
 "122 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/SplitBlock[split]/__getitem___1" -> "124 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "123 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "124 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"124 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "125 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"125 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "126 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/relu_0";
+"124 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "125 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"125 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "126 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/relu_0";
 "126 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/relu_0" -> "127 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "127 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "129 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "128 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "129 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"129 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "130 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"130 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "131 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"131 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "133 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
+"129 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "130 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"130 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "131 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"131 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "133 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
 "132 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "133 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
-"133 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" -> "134 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0";
-"134 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0" -> "135 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/relu_1";
+"133 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" -> "134 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"134 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "135 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/relu_1";
 "135 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/relu_1" -> "136 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "136 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "137 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/cat_0";
 "137 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/cat_0" -> "138 ShuffleNetV2/Sequential[layer2]/BasicBlock[1]/ShuffleBlock[shuffle]/view_0";
@@ -509,17 +509,17 @@ strict digraph  {
 "141 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/SplitBlock[split]/__getitem___0" -> "157 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/cat_0";
 "142 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/SplitBlock[split]/__getitem___1" -> "144 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0";
 "143 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "144 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0";
-"144 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" -> "145 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0";
-"145 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0" -> "146 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/relu_0";
+"144 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" -> "145 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"145 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "146 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/relu_0";
 "146 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/relu_0" -> "147 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_0";
 "147 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_0" -> "149 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0";
 "148 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "149 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0";
-"149 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" -> "150 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0";
-"150 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0" -> "151 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"151 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "153 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
+"149 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" -> "150 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"150 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "151 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"151 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "153 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
 "152 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "153 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
-"153 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" -> "154 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0";
-"154 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0" -> "155 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/relu_1";
+"153 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" -> "154 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"154 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "155 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/relu_1";
 "155 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/relu_1" -> "156 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_1";
 "156 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_1" -> "157 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/cat_0";
 "157 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/cat_0" -> "158 ShuffleNetV2/Sequential[layer2]/BasicBlock[2]/ShuffleBlock[shuffle]/view_0";
@@ -530,17 +530,17 @@ strict digraph  {
 "161 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/SplitBlock[split]/__getitem___0" -> "177 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/cat_0";
 "162 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/SplitBlock[split]/__getitem___1" -> "164 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0";
 "163 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "164 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0";
-"164 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" -> "165 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0";
-"165 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0" -> "166 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/relu_0";
+"164 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" -> "165 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"165 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "166 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/relu_0";
 "166 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/relu_0" -> "167 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_0";
 "167 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_0" -> "169 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0";
 "168 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "169 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0";
-"169 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" -> "170 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0";
-"170 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0" -> "171 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"171 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "173 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
+"169 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" -> "170 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"170 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "171 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"171 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "173 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
 "172 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "173 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
-"173 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" -> "174 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0";
-"174 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0" -> "175 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/relu_1";
+"173 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" -> "174 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"174 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "175 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/relu_1";
 "175 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/relu_1" -> "176 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_1";
 "176 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_1" -> "177 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/cat_0";
 "177 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/cat_0" -> "178 ShuffleNetV2/Sequential[layer2]/BasicBlock[3]/ShuffleBlock[shuffle]/view_0";
@@ -551,17 +551,17 @@ strict digraph  {
 "181 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/SplitBlock[split]/__getitem___0" -> "197 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/cat_0";
 "182 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/SplitBlock[split]/__getitem___1" -> "184 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv1]/conv2d_0";
 "183 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "184 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv1]/conv2d_0";
-"184 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv1]/conv2d_0" -> "185 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn1]/batch_norm_0";
-"185 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn1]/batch_norm_0" -> "186 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/relu_0";
+"184 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv1]/conv2d_0" -> "185 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"185 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "186 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/relu_0";
 "186 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/relu_0" -> "187 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/SymmetricQuantizer/symmetric_quantize_0";
 "187 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/SymmetricQuantizer/symmetric_quantize_0" -> "189 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv2]/conv2d_0";
 "188 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "189 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv2]/conv2d_0";
-"189 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv2]/conv2d_0" -> "190 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn2]/batch_norm_0";
-"190 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn2]/batch_norm_0" -> "191 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"191 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "193 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv3]/conv2d_0";
+"189 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv2]/conv2d_0" -> "190 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"190 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "191 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"191 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "193 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv3]/conv2d_0";
 "192 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "193 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv3]/conv2d_0";
-"193 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv3]/conv2d_0" -> "194 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn3]/batch_norm_0";
-"194 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/BatchNorm2d[bn3]/batch_norm_0" -> "195 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/relu_1";
+"193 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFConv2d[conv3]/conv2d_0" -> "194 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"194 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "195 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/relu_1";
 "195 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/relu_1" -> "196 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/SymmetricQuantizer/symmetric_quantize_1";
 "196 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/SymmetricQuantizer/symmetric_quantize_1" -> "197 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/cat_0";
 "197 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/cat_0" -> "198 ShuffleNetV2/Sequential[layer2]/BasicBlock[4]/ShuffleBlock[shuffle]/view_0";
@@ -572,17 +572,17 @@ strict digraph  {
 "201 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/SplitBlock[split]/__getitem___0" -> "217 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/cat_0";
 "202 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/SplitBlock[split]/__getitem___1" -> "204 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv1]/conv2d_0";
 "203 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "204 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv1]/conv2d_0";
-"204 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv1]/conv2d_0" -> "205 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn1]/batch_norm_0";
-"205 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn1]/batch_norm_0" -> "206 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/relu_0";
+"204 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv1]/conv2d_0" -> "205 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"205 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "206 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/relu_0";
 "206 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/relu_0" -> "207 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/SymmetricQuantizer/symmetric_quantize_0";
 "207 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/SymmetricQuantizer/symmetric_quantize_0" -> "209 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv2]/conv2d_0";
 "208 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "209 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv2]/conv2d_0";
-"209 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv2]/conv2d_0" -> "210 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn2]/batch_norm_0";
-"210 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn2]/batch_norm_0" -> "211 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"211 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "213 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv3]/conv2d_0";
+"209 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv2]/conv2d_0" -> "210 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"210 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "211 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"211 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "213 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv3]/conv2d_0";
 "212 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "213 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv3]/conv2d_0";
-"213 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv3]/conv2d_0" -> "214 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn3]/batch_norm_0";
-"214 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/BatchNorm2d[bn3]/batch_norm_0" -> "215 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/relu_1";
+"213 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFConv2d[conv3]/conv2d_0" -> "214 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"214 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "215 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/relu_1";
 "215 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/relu_1" -> "216 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/SymmetricQuantizer/symmetric_quantize_1";
 "216 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/SymmetricQuantizer/symmetric_quantize_1" -> "217 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/cat_0";
 "217 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/cat_0" -> "218 ShuffleNetV2/Sequential[layer2]/BasicBlock[5]/ShuffleBlock[shuffle]/view_0";
@@ -593,17 +593,17 @@ strict digraph  {
 "221 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/SplitBlock[split]/__getitem___0" -> "237 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/cat_0";
 "222 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/SplitBlock[split]/__getitem___1" -> "224 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv1]/conv2d_0";
 "223 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "224 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv1]/conv2d_0";
-"224 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv1]/conv2d_0" -> "225 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn1]/batch_norm_0";
-"225 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn1]/batch_norm_0" -> "226 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/relu_0";
+"224 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv1]/conv2d_0" -> "225 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn1]/batch_norm_0";
+"225 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn1]/batch_norm_0" -> "226 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/relu_0";
 "226 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/relu_0" -> "227 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/SymmetricQuantizer/symmetric_quantize_0";
 "227 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/SymmetricQuantizer/symmetric_quantize_0" -> "229 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv2]/conv2d_0";
 "228 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "229 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv2]/conv2d_0";
-"229 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv2]/conv2d_0" -> "230 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn2]/batch_norm_0";
-"230 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn2]/batch_norm_0" -> "231 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"231 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "233 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv3]/conv2d_0";
+"229 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv2]/conv2d_0" -> "230 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn2]/batch_norm_0";
+"230 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn2]/batch_norm_0" -> "231 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"231 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "233 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv3]/conv2d_0";
 "232 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "233 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv3]/conv2d_0";
-"233 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv3]/conv2d_0" -> "234 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn3]/batch_norm_0";
-"234 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/BatchNorm2d[bn3]/batch_norm_0" -> "235 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/relu_1";
+"233 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFConv2d[conv3]/conv2d_0" -> "234 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn3]/batch_norm_0";
+"234 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/NNCFBatchNorm[bn3]/batch_norm_0" -> "235 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/relu_1";
 "235 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/relu_1" -> "236 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/SymmetricQuantizer/symmetric_quantize_1";
 "236 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/SymmetricQuantizer/symmetric_quantize_1" -> "237 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/cat_0";
 "237 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/cat_0" -> "238 ShuffleNetV2/Sequential[layer2]/BasicBlock[6]/ShuffleBlock[shuffle]/view_0";
@@ -614,17 +614,17 @@ strict digraph  {
 "241 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/SplitBlock[split]/__getitem___0" -> "257 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/cat_0";
 "242 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/SplitBlock[split]/__getitem___1" -> "244 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv1]/conv2d_0";
 "243 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "244 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv1]/conv2d_0";
-"244 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv1]/conv2d_0" -> "245 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn1]/batch_norm_0";
-"245 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn1]/batch_norm_0" -> "246 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/relu_0";
+"244 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv1]/conv2d_0" -> "245 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn1]/batch_norm_0";
+"245 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn1]/batch_norm_0" -> "246 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/relu_0";
 "246 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/relu_0" -> "247 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/SymmetricQuantizer/symmetric_quantize_0";
 "247 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/SymmetricQuantizer/symmetric_quantize_0" -> "249 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv2]/conv2d_0";
 "248 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "249 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv2]/conv2d_0";
-"249 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv2]/conv2d_0" -> "250 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn2]/batch_norm_0";
-"250 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn2]/batch_norm_0" -> "251 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"251 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "253 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv3]/conv2d_0";
+"249 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv2]/conv2d_0" -> "250 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn2]/batch_norm_0";
+"250 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn2]/batch_norm_0" -> "251 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"251 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "253 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv3]/conv2d_0";
 "252 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "253 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv3]/conv2d_0";
-"253 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv3]/conv2d_0" -> "254 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn3]/batch_norm_0";
-"254 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/BatchNorm2d[bn3]/batch_norm_0" -> "255 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/relu_1";
+"253 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFConv2d[conv3]/conv2d_0" -> "254 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn3]/batch_norm_0";
+"254 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/NNCFBatchNorm[bn3]/batch_norm_0" -> "255 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/relu_1";
 "255 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/relu_1" -> "256 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/SymmetricQuantizer/symmetric_quantize_1";
 "256 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/SymmetricQuantizer/symmetric_quantize_1" -> "257 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/cat_0";
 "257 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/cat_0" -> "258 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/ShuffleBlock[shuffle]/view_0";
@@ -633,26 +633,26 @@ strict digraph  {
 "260 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/ShuffleBlock[shuffle]/reshape_0" -> "262 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0";
 "260 ShuffleNetV2/Sequential[layer2]/BasicBlock[7]/ShuffleBlock[shuffle]/reshape_0" -> "271 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0";
 "261 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "262 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0";
-"262 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "263 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0";
-"263 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn1]/batch_norm_0" -> "264 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0";
-"264 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "266 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
+"262 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv1]/conv2d_0" -> "263 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"263 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "264 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0";
+"264 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn1]/SymmetricQuantizer/symmetric_quantize_0" -> "266 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
 "265 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "266 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0";
-"266 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "267 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0";
-"267 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn2]/batch_norm_0" -> "268 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_0";
+"266 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv2]/conv2d_0" -> "267 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"267 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "268 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_0";
 "268 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_0" -> "269 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_0";
 "269 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_0" -> "284 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/cat_0";
 "270 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "271 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0";
-"271 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" -> "272 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0";
-"272 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn3]/batch_norm_0" -> "273 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_1";
+"271 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv3]/conv2d_0" -> "272 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"272 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "273 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_1";
 "273 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_1" -> "274 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_1";
 "274 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_1" -> "276 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0";
 "275 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv4]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "276 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0";
-"276 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" -> "277 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0";
-"277 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn4]/batch_norm_0" -> "278 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn4]/SymmetricQuantizer/symmetric_quantize_0";
-"278 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn4]/SymmetricQuantizer/symmetric_quantize_0" -> "280 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
+"276 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv4]/conv2d_0" -> "277 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0";
+"277 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn4]/batch_norm_0" -> "278 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn4]/SymmetricQuantizer/symmetric_quantize_0";
+"278 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn4]/SymmetricQuantizer/symmetric_quantize_0" -> "280 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
 "279 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv5]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "280 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0";
-"280 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" -> "281 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0";
-"281 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/BatchNorm2d[bn5]/batch_norm_0" -> "282 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_2";
+"280 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFConv2d[conv5]/conv2d_0" -> "281 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0";
+"281 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/NNCFBatchNorm[bn5]/batch_norm_0" -> "282 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_2";
 "282 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/relu_2" -> "283 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_2";
 "283 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/SymmetricQuantizer/symmetric_quantize_2" -> "284 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/cat_0";
 "284 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/cat_0" -> "285 ShuffleNetV2/Sequential[layer3]/DownBlock[0]/ShuffleBlock[shuffle]/view_0";
@@ -663,17 +663,17 @@ strict digraph  {
 "288 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/SplitBlock[split]/__getitem___0" -> "304 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/cat_0";
 "289 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/SplitBlock[split]/__getitem___1" -> "291 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
 "290 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "291 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0";
-"291 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "292 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0";
-"292 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn1]/batch_norm_0" -> "293 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_0";
+"291 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv1]/conv2d_0" -> "292 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"292 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "293 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_0";
 "293 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_0" -> "294 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0";
 "294 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_0" -> "296 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
 "295 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "296 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0";
-"296 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "297 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0";
-"297 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/batch_norm_0" -> "298 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"298 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "300 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
+"296 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv2]/conv2d_0" -> "297 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"297 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "298 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"298 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "300 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
 "299 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "300 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0";
-"300 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" -> "301 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0";
-"301 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/BatchNorm2d[bn3]/batch_norm_0" -> "302 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_1";
+"300 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFConv2d[conv3]/conv2d_0" -> "301 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"301 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "302 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_1";
 "302 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/relu_1" -> "303 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1";
 "303 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/SymmetricQuantizer/symmetric_quantize_1" -> "304 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/cat_0";
 "304 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/cat_0" -> "305 ShuffleNetV2/Sequential[layer3]/BasicBlock[1]/ShuffleBlock[shuffle]/view_0";
@@ -684,17 +684,17 @@ strict digraph  {
 "308 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/SplitBlock[split]/__getitem___0" -> "324 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/cat_0";
 "309 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/SplitBlock[split]/__getitem___1" -> "311 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0";
 "310 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "311 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0";
-"311 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" -> "312 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0";
-"312 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn1]/batch_norm_0" -> "313 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_0";
+"311 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv1]/conv2d_0" -> "312 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"312 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "313 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_0";
 "313 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_0" -> "314 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_0";
 "314 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_0" -> "316 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0";
 "315 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "316 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0";
-"316 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" -> "317 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0";
-"317 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn2]/batch_norm_0" -> "318 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"318 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "320 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
+"316 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv2]/conv2d_0" -> "317 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"317 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "318 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"318 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "320 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
 "319 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "320 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0";
-"320 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" -> "321 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0";
-"321 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/BatchNorm2d[bn3]/batch_norm_0" -> "322 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_1";
+"320 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFConv2d[conv3]/conv2d_0" -> "321 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"321 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "322 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_1";
 "322 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/relu_1" -> "323 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_1";
 "323 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/SymmetricQuantizer/symmetric_quantize_1" -> "324 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/cat_0";
 "324 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/cat_0" -> "325 ShuffleNetV2/Sequential[layer3]/BasicBlock[2]/ShuffleBlock[shuffle]/view_0";
@@ -705,17 +705,17 @@ strict digraph  {
 "328 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/SplitBlock[split]/__getitem___0" -> "344 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/cat_0";
 "329 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/SplitBlock[split]/__getitem___1" -> "331 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0";
 "330 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "331 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0";
-"331 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" -> "332 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0";
-"332 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn1]/batch_norm_0" -> "333 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_0";
+"331 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv1]/conv2d_0" -> "332 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"332 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "333 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_0";
 "333 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_0" -> "334 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_0";
 "334 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_0" -> "336 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0";
 "335 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "336 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0";
-"336 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" -> "337 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0";
-"337 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn2]/batch_norm_0" -> "338 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0";
-"338 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "340 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
+"336 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv2]/conv2d_0" -> "337 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"337 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "338 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0";
+"338 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn2]/SymmetricQuantizer/symmetric_quantize_0" -> "340 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
 "339 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "340 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0";
-"340 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" -> "341 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0";
-"341 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/BatchNorm2d[bn3]/batch_norm_0" -> "342 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_1";
+"340 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFConv2d[conv3]/conv2d_0" -> "341 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"341 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "342 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_1";
 "342 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/relu_1" -> "343 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_1";
 "343 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/SymmetricQuantizer/symmetric_quantize_1" -> "344 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/cat_0";
 "344 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/cat_0" -> "345 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/ShuffleBlock[shuffle]/view_0";
@@ -723,8 +723,8 @@ strict digraph  {
 "346 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/ShuffleBlock[shuffle]/permute_0" -> "347 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/ShuffleBlock[shuffle]/reshape_0";
 "347 ShuffleNetV2/Sequential[layer3]/BasicBlock[3]/ShuffleBlock[shuffle]/reshape_0" -> "349 ShuffleNetV2/NNCFConv2d[conv2]/conv2d_0";
 "348 ShuffleNetV2/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "349 ShuffleNetV2/NNCFConv2d[conv2]/conv2d_0";
-"349 ShuffleNetV2/NNCFConv2d[conv2]/conv2d_0" -> "350 ShuffleNetV2/BatchNorm2d[bn2]/batch_norm_0";
-"350 ShuffleNetV2/BatchNorm2d[bn2]/batch_norm_0" -> "351 ShuffleNetV2/relu_1";
+"349 ShuffleNetV2/NNCFConv2d[conv2]/conv2d_0" -> "350 ShuffleNetV2/NNCFBatchNorm[bn2]/batch_norm_0";
+"350 ShuffleNetV2/NNCFBatchNorm[bn2]/batch_norm_0" -> "351 ShuffleNetV2/relu_1";
 "351 ShuffleNetV2/relu_1" -> "352 ShuffleNetV2/SymmetricQuantizer/symmetric_quantize_1";
 "352 ShuffleNetV2/SymmetricQuantizer/symmetric_quantize_1" -> "353 ShuffleNetV2/avg_pool2d_0";
 "353 ShuffleNetV2/avg_pool2d_0" -> "354 ShuffleNetV2/SymmetricQuantizer/symmetric_quantize_2";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/shuflenet_g2.dot b/tests/torch/data/reference_graphs/quantized/symmetric/shuflenet_g2.dot
index aae7a1d63b1..7385dae40ec 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/shuflenet_g2.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/shuflenet_g2.dot
@@ -3,12 +3,12 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 ShuffleNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 ShuffleNet/NNCFConv2d[conv1]/conv2d_0" [id=3, type=conv2d];
-"4 ShuffleNet/BatchNorm2d[bn1]/batch_norm_0" [id=4, type=batch_norm];
+"4 ShuffleNet/NNCFBatchNorm[bn1]/batch_norm_0" [id=4, type=batch_norm];
 "5 ShuffleNet/relu_0" [id=5, type=relu];
 "6 ShuffleNet/SymmetricQuantizer/symmetric_quantize_0" [id=6, type=symmetric_quantize];
 "7 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=7, type=symmetric_quantize];
 "8 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=8, type=conv2d];
-"9 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=9, type=batch_norm];
+"9 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=9, type=batch_norm];
 "10 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_0" [id=10, type=relu];
 "11 ShuffleNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" [id=11, type=symmetric_quantize];
 "12 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0" [id=12, type=view];
@@ -16,20 +16,20 @@ strict digraph  {
 "14 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1" [id=14, type=view];
 "15 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=15, type=symmetric_quantize];
 "16 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=16, type=conv2d];
-"17 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=17, type=batch_norm];
+"17 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=17, type=batch_norm];
 "18 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_1" [id=18, type=relu];
 "19 ShuffleNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" [id=19, type=symmetric_quantize];
 "20 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=20, type=symmetric_quantize];
 "21 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [id=21, type=conv2d];
-"22 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=22, type=batch_norm];
-"23 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=23, type=symmetric_quantize];
+"22 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=22, type=batch_norm];
+"23 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=23, type=symmetric_quantize];
 "24 ShuffleNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0" [id=24, type=avg_pool2d];
 "25 ShuffleNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/SymmetricQuantizer/symmetric_quantize_0" [id=25, type=symmetric_quantize];
 "26 ShuffleNet/Sequential[layer1]/Bottleneck[0]/cat_0" [id=26, type=cat];
 "27 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_2" [id=27, type=relu];
 "28 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=28, type=symmetric_quantize];
 "29 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=29, type=conv2d];
-"30 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=30, type=batch_norm];
+"30 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=30, type=batch_norm];
 "31 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_0" [id=31, type=relu];
 "32 ShuffleNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" [id=32, type=symmetric_quantize];
 "33 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0" [id=33, type=view];
@@ -37,19 +37,19 @@ strict digraph  {
 "35 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1" [id=35, type=view];
 "36 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=36, type=symmetric_quantize];
 "37 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=37, type=conv2d];
-"38 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=38, type=batch_norm];
+"38 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=38, type=batch_norm];
 "39 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_1" [id=39, type=relu];
 "40 ShuffleNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" [id=40, type=symmetric_quantize];
 "41 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=41, type=symmetric_quantize];
 "42 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [id=42, type=conv2d];
-"43 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=43, type=batch_norm];
-"44 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=44, type=symmetric_quantize];
+"43 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=43, type=batch_norm];
+"44 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=44, type=symmetric_quantize];
 "45 ShuffleNet/Sequential[layer1]/Bottleneck[1]/__add___0" [id=45, type=__add__];
 "46 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_2" [id=46, type=relu];
 "47 ShuffleNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" [id=47, type=symmetric_quantize];
 "48 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=48, type=symmetric_quantize];
 "49 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=49, type=conv2d];
-"50 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=50, type=batch_norm];
+"50 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=50, type=batch_norm];
 "51 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_0" [id=51, type=relu];
 "52 ShuffleNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" [id=52, type=symmetric_quantize];
 "53 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0" [id=53, type=view];
@@ -57,19 +57,19 @@ strict digraph  {
 "55 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1" [id=55, type=view];
 "56 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=56, type=symmetric_quantize];
 "57 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=57, type=conv2d];
-"58 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=58, type=batch_norm];
+"58 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=58, type=batch_norm];
 "59 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_1" [id=59, type=relu];
 "60 ShuffleNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" [id=60, type=symmetric_quantize];
 "61 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=61, type=symmetric_quantize];
 "62 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [id=62, type=conv2d];
-"63 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=63, type=batch_norm];
-"64 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=64, type=symmetric_quantize];
+"63 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=63, type=batch_norm];
+"64 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=64, type=symmetric_quantize];
 "65 ShuffleNet/Sequential[layer1]/Bottleneck[2]/__add___0" [id=65, type=__add__];
 "66 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_2" [id=66, type=relu];
 "67 ShuffleNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" [id=67, type=symmetric_quantize];
 "68 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=68, type=symmetric_quantize];
 "69 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" [id=69, type=conv2d];
-"70 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" [id=70, type=batch_norm];
+"70 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=70, type=batch_norm];
 "71 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_0" [id=71, type=relu];
 "72 ShuffleNet/Sequential[layer1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" [id=72, type=symmetric_quantize];
 "73 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0" [id=73, type=view];
@@ -77,19 +77,19 @@ strict digraph  {
 "75 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1" [id=75, type=view];
 "76 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=76, type=symmetric_quantize];
 "77 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" [id=77, type=conv2d];
-"78 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" [id=78, type=batch_norm];
+"78 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=78, type=batch_norm];
 "79 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_1" [id=79, type=relu];
 "80 ShuffleNet/Sequential[layer1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" [id=80, type=symmetric_quantize];
 "81 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=81, type=symmetric_quantize];
 "82 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" [id=82, type=conv2d];
-"83 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" [id=83, type=batch_norm];
-"84 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=84, type=symmetric_quantize];
+"83 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" [id=83, type=batch_norm];
+"84 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=84, type=symmetric_quantize];
 "85 ShuffleNet/Sequential[layer1]/Bottleneck[3]/__add___0" [id=85, type=__add__];
 "86 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_2" [id=86, type=relu];
 "87 ShuffleNet/Sequential[layer1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2" [id=87, type=symmetric_quantize];
 "88 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=88, type=symmetric_quantize];
 "89 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" [id=89, type=conv2d];
-"90 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" [id=90, type=batch_norm];
+"90 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" [id=90, type=batch_norm];
 "91 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_0" [id=91, type=relu];
 "92 ShuffleNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" [id=92, type=symmetric_quantize];
 "93 ShuffleNet/Sequential[layer2]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0" [id=93, type=view];
@@ -97,20 +97,20 @@ strict digraph  {
 "95 ShuffleNet/Sequential[layer2]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1" [id=95, type=view];
 "96 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=96, type=symmetric_quantize];
 "97 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" [id=97, type=conv2d];
-"98 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" [id=98, type=batch_norm];
+"98 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" [id=98, type=batch_norm];
 "99 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_1" [id=99, type=relu];
 "100 ShuffleNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" [id=100, type=symmetric_quantize];
 "101 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=101, type=symmetric_quantize];
 "102 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" [id=102, type=conv2d];
-"103 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" [id=103, type=batch_norm];
-"104 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=104, type=symmetric_quantize];
+"103 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=103, type=batch_norm];
+"104 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=104, type=symmetric_quantize];
 "105 ShuffleNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0" [id=105, type=avg_pool2d];
 "106 ShuffleNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/SymmetricQuantizer/symmetric_quantize_0" [id=106, type=symmetric_quantize];
 "107 ShuffleNet/Sequential[layer2]/Bottleneck[0]/cat_0" [id=107, type=cat];
 "108 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_2" [id=108, type=relu];
 "109 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=109, type=symmetric_quantize];
 "110 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=110, type=conv2d];
-"111 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=111, type=batch_norm];
+"111 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=111, type=batch_norm];
 "112 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_0" [id=112, type=relu];
 "113 ShuffleNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" [id=113, type=symmetric_quantize];
 "114 ShuffleNet/Sequential[layer2]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0" [id=114, type=view];
@@ -118,19 +118,19 @@ strict digraph  {
 "116 ShuffleNet/Sequential[layer2]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1" [id=116, type=view];
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@@ -138,19 +138,19 @@ strict digraph  {
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@@ -158,19 +158,19 @@ strict digraph  {
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@@ -178,19 +178,19 @@ strict digraph  {
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@@ -198,19 +198,19 @@ strict digraph  {
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@@ -218,19 +218,19 @@ strict digraph  {
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@@ -238,19 +238,19 @@ strict digraph  {
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@@ -258,20 +258,20 @@ strict digraph  {
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+"264 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" [id=264, type=batch_norm];
+"265 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=265, type=symmetric_quantize];
 "266 ShuffleNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0" [id=266, type=avg_pool2d];
 "267 ShuffleNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/SymmetricQuantizer/symmetric_quantize_0" [id=267, type=symmetric_quantize];
 "268 ShuffleNet/Sequential[layer3]/Bottleneck[0]/cat_0" [id=268, type=cat];
 "269 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_2" [id=269, type=relu];
 "270 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=270, type=symmetric_quantize];
 "271 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" [id=271, type=conv2d];
-"272 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" [id=272, type=batch_norm];
+"272 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" [id=272, type=batch_norm];
 "273 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_0" [id=273, type=relu];
 "274 ShuffleNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" [id=274, type=symmetric_quantize];
 "275 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0" [id=275, type=view];
@@ -279,19 +279,19 @@ strict digraph  {
 "277 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1" [id=277, type=view];
 "278 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=278, type=symmetric_quantize];
 "279 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" [id=279, type=conv2d];
-"280 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" [id=280, type=batch_norm];
+"280 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" [id=280, type=batch_norm];
 "281 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_1" [id=281, type=relu];
 "282 ShuffleNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" [id=282, type=symmetric_quantize];
 "283 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=283, type=symmetric_quantize];
 "284 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" [id=284, type=conv2d];
-"285 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" [id=285, type=batch_norm];
-"286 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=286, type=symmetric_quantize];
+"285 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" [id=285, type=batch_norm];
+"286 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=286, type=symmetric_quantize];
 "287 ShuffleNet/Sequential[layer3]/Bottleneck[1]/__add___0" [id=287, type=__add__];
 "288 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_2" [id=288, type=relu];
 "289 ShuffleNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" [id=289, type=symmetric_quantize];
 "290 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=290, type=symmetric_quantize];
 "291 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" [id=291, type=conv2d];
-"292 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" [id=292, type=batch_norm];
+"292 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" [id=292, type=batch_norm];
 "293 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_0" [id=293, type=relu];
 "294 ShuffleNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" [id=294, type=symmetric_quantize];
 "295 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0" [id=295, type=view];
@@ -299,19 +299,19 @@ strict digraph  {
 "297 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1" [id=297, type=view];
 "298 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=298, type=symmetric_quantize];
 "299 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" [id=299, type=conv2d];
-"300 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" [id=300, type=batch_norm];
+"300 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" [id=300, type=batch_norm];
 "301 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_1" [id=301, type=relu];
 "302 ShuffleNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" [id=302, type=symmetric_quantize];
 "303 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=303, type=symmetric_quantize];
 "304 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" [id=304, type=conv2d];
-"305 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" [id=305, type=batch_norm];
-"306 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=306, type=symmetric_quantize];
+"305 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" [id=305, type=batch_norm];
+"306 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=306, type=symmetric_quantize];
 "307 ShuffleNet/Sequential[layer3]/Bottleneck[2]/__add___0" [id=307, type=__add__];
 "308 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_2" [id=308, type=relu];
 "309 ShuffleNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" [id=309, type=symmetric_quantize];
 "310 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=310, type=symmetric_quantize];
 "311 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" [id=311, type=conv2d];
-"312 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" [id=312, type=batch_norm];
+"312 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" [id=312, type=batch_norm];
 "313 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_0" [id=313, type=relu];
 "314 ShuffleNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" [id=314, type=symmetric_quantize];
 "315 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0" [id=315, type=view];
@@ -319,13 +319,13 @@ strict digraph  {
 "317 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1" [id=317, type=view];
 "318 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=318, type=symmetric_quantize];
 "319 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" [id=319, type=conv2d];
-"320 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" [id=320, type=batch_norm];
+"320 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" [id=320, type=batch_norm];
 "321 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_1" [id=321, type=relu];
 "322 ShuffleNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" [id=322, type=symmetric_quantize];
 "323 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=323, type=symmetric_quantize];
 "324 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" [id=324, type=conv2d];
-"325 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" [id=325, type=batch_norm];
-"326 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=326, type=symmetric_quantize];
+"325 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" [id=325, type=batch_norm];
+"326 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" [id=326, type=symmetric_quantize];
 "327 ShuffleNet/Sequential[layer3]/Bottleneck[3]/__add___0" [id=327, type=__add__];
 "328 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_2" [id=328, type=relu];
 "329 ShuffleNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2" [id=329, type=symmetric_quantize];
@@ -338,346 +338,346 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 ShuffleNet/NNCFConv2d[conv1]/conv2d_0";
 "2 ShuffleNet/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 ShuffleNet/NNCFConv2d[conv1]/conv2d_0";
-"3 ShuffleNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ShuffleNet/BatchNorm2d[bn1]/batch_norm_0";
-"4 ShuffleNet/BatchNorm2d[bn1]/batch_norm_0" -> "5 ShuffleNet/relu_0";
+"3 ShuffleNet/NNCFConv2d[conv1]/conv2d_0" -> "4 ShuffleNet/NNCFBatchNorm[bn1]/batch_norm_0";
+"4 ShuffleNet/NNCFBatchNorm[bn1]/batch_norm_0" -> "5 ShuffleNet/relu_0";
 "5 ShuffleNet/relu_0" -> "6 ShuffleNet/SymmetricQuantizer/symmetric_quantize_0";
 "6 ShuffleNet/SymmetricQuantizer/symmetric_quantize_0" -> "8 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "7 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"8 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
+"8 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "9 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
 "6 ShuffleNet/SymmetricQuantizer/symmetric_quantize_0" -> "24 ShuffleNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0";
-"9 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "10 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_0";
+"9 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "10 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_0";
 "10 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_0" -> "11 ShuffleNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0";
 "11 ShuffleNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "12 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0";
 "12 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0" -> "13 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/permute_0";
 "13 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/permute_0" -> "14 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1";
 "14 ShuffleNet/Sequential[layer1]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1" -> "16 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "15 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "16 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"16 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "17 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"17 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "18 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_1";
+"16 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "17 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"17 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "18 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_1";
 "18 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_1" -> "19 ShuffleNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1";
 "19 ShuffleNet/Sequential[layer1]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" -> "21 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "20 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "21 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"21 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "22 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"22 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "23 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"23 ShuffleNet/Sequential[layer1]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ShuffleNet/Sequential[layer1]/Bottleneck[0]/cat_0";
+"21 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "22 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"22 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "23 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"23 ShuffleNet/Sequential[layer1]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ShuffleNet/Sequential[layer1]/Bottleneck[0]/cat_0";
 "24 ShuffleNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0" -> "25 ShuffleNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/SymmetricQuantizer/symmetric_quantize_0";
 "25 ShuffleNet/Sequential[layer1]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/SymmetricQuantizer/symmetric_quantize_0" -> "26 ShuffleNet/Sequential[layer1]/Bottleneck[0]/cat_0";
 "26 ShuffleNet/Sequential[layer1]/Bottleneck[0]/cat_0" -> "27 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_2";
 "27 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_2" -> "29 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "27 ShuffleNet/Sequential[layer1]/Bottleneck[0]/relu_2" -> "45 ShuffleNet/Sequential[layer1]/Bottleneck[1]/__add___0";
 "28 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "29 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"29 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "30 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"30 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "31 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_0";
+"29 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "30 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"30 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "31 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_0";
 "31 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_0" -> "32 ShuffleNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0";
 "32 ShuffleNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" -> "33 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0";
 "33 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0" -> "34 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/permute_0";
 "34 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/permute_0" -> "35 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1";
 "35 ShuffleNet/Sequential[layer1]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1" -> "37 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "36 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "37 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"37 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "38 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"38 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "39 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_1";
+"37 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "38 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"38 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "39 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_1";
 "39 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_1" -> "40 ShuffleNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1";
 "40 ShuffleNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" -> "42 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "41 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "42 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"42 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "43 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"43 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "44 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"44 ShuffleNet/Sequential[layer1]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "45 ShuffleNet/Sequential[layer1]/Bottleneck[1]/__add___0";
+"42 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "43 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"43 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "44 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"44 ShuffleNet/Sequential[layer1]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "45 ShuffleNet/Sequential[layer1]/Bottleneck[1]/__add___0";
 "45 ShuffleNet/Sequential[layer1]/Bottleneck[1]/__add___0" -> "46 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_2";
 "46 ShuffleNet/Sequential[layer1]/Bottleneck[1]/relu_2" -> "47 ShuffleNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2";
 "47 ShuffleNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "49 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "47 ShuffleNet/Sequential[layer1]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "65 ShuffleNet/Sequential[layer1]/Bottleneck[2]/__add___0";
 "48 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "49 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"49 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "50 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"50 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "51 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_0";
+"49 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "50 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"50 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "51 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_0";
 "51 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_0" -> "52 ShuffleNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0";
 "52 ShuffleNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" -> "53 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0";
 "53 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0" -> "54 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/permute_0";
 "54 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/permute_0" -> "55 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1";
 "55 ShuffleNet/Sequential[layer1]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1" -> "57 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "56 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"57 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "58 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"58 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "59 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_1";
+"57 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "58 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"58 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "59 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_1";
 "59 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_1" -> "60 ShuffleNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1";
 "60 ShuffleNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" -> "62 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "61 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "62 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"62 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "63 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"63 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "64 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"64 ShuffleNet/Sequential[layer1]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "65 ShuffleNet/Sequential[layer1]/Bottleneck[2]/__add___0";
+"62 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "63 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"63 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "64 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"64 ShuffleNet/Sequential[layer1]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "65 ShuffleNet/Sequential[layer1]/Bottleneck[2]/__add___0";
 "65 ShuffleNet/Sequential[layer1]/Bottleneck[2]/__add___0" -> "66 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_2";
 "66 ShuffleNet/Sequential[layer1]/Bottleneck[2]/relu_2" -> "67 ShuffleNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2";
 "67 ShuffleNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "69 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "67 ShuffleNet/Sequential[layer1]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "85 ShuffleNet/Sequential[layer1]/Bottleneck[3]/__add___0";
 "68 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "69 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"69 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "70 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"70 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "71 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_0";
+"69 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "70 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"70 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "71 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_0";
 "71 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_0" -> "72 ShuffleNet/Sequential[layer1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0";
 "72 ShuffleNet/Sequential[layer1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" -> "73 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0";
 "73 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0" -> "74 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/permute_0";
 "74 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/permute_0" -> "75 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1";
 "75 ShuffleNet/Sequential[layer1]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1" -> "77 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "76 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"77 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "78 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"78 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "79 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_1";
+"77 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "78 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"78 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "79 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_1";
 "79 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_1" -> "80 ShuffleNet/Sequential[layer1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1";
 "80 ShuffleNet/Sequential[layer1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" -> "82 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "81 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"82 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "83 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"83 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "84 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"84 ShuffleNet/Sequential[layer1]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "85 ShuffleNet/Sequential[layer1]/Bottleneck[3]/__add___0";
+"82 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "83 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"83 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "84 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"84 ShuffleNet/Sequential[layer1]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "85 ShuffleNet/Sequential[layer1]/Bottleneck[3]/__add___0";
 "85 ShuffleNet/Sequential[layer1]/Bottleneck[3]/__add___0" -> "86 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_2";
 "86 ShuffleNet/Sequential[layer1]/Bottleneck[3]/relu_2" -> "87 ShuffleNet/Sequential[layer1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2";
 "87 ShuffleNet/Sequential[layer1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2" -> "89 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "88 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "89 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"89 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "90 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"90 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "91 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_0";
+"89 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "90 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"90 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "91 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_0";
 "91 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_0" -> "92 ShuffleNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0";
 "92 ShuffleNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "93 ShuffleNet/Sequential[layer2]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0";
 "93 ShuffleNet/Sequential[layer2]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0" -> "94 ShuffleNet/Sequential[layer2]/Bottleneck[0]/ShuffleBlock[shuffle1]/permute_0";
 "94 ShuffleNet/Sequential[layer2]/Bottleneck[0]/ShuffleBlock[shuffle1]/permute_0" -> "95 ShuffleNet/Sequential[layer2]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1";
 "95 ShuffleNet/Sequential[layer2]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1" -> "97 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "96 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "97 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"97 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "98 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"98 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "99 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_1";
+"97 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "98 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"98 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "99 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_1";
 "87 ShuffleNet/Sequential[layer1]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2" -> "105 ShuffleNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0";
 "99 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_1" -> "100 ShuffleNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1";
 "100 ShuffleNet/Sequential[layer2]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" -> "102 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "101 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "102 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"102 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "103 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"103 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "104 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"104 ShuffleNet/Sequential[layer2]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 ShuffleNet/Sequential[layer2]/Bottleneck[0]/cat_0";
+"102 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "103 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"103 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "104 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"104 ShuffleNet/Sequential[layer2]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "107 ShuffleNet/Sequential[layer2]/Bottleneck[0]/cat_0";
 "105 ShuffleNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0" -> "106 ShuffleNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/SymmetricQuantizer/symmetric_quantize_0";
 "106 ShuffleNet/Sequential[layer2]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/SymmetricQuantizer/symmetric_quantize_0" -> "107 ShuffleNet/Sequential[layer2]/Bottleneck[0]/cat_0";
 "107 ShuffleNet/Sequential[layer2]/Bottleneck[0]/cat_0" -> "108 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_2";
 "108 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_2" -> "110 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "108 ShuffleNet/Sequential[layer2]/Bottleneck[0]/relu_2" -> "126 ShuffleNet/Sequential[layer2]/Bottleneck[1]/__add___0";
 "109 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "110 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"110 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "111 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"111 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "112 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_0";
+"110 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "111 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"111 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "112 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_0";
 "112 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_0" -> "113 ShuffleNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0";
 "113 ShuffleNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" -> "114 ShuffleNet/Sequential[layer2]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0";
 "114 ShuffleNet/Sequential[layer2]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0" -> "115 ShuffleNet/Sequential[layer2]/Bottleneck[1]/ShuffleBlock[shuffle1]/permute_0";
 "115 ShuffleNet/Sequential[layer2]/Bottleneck[1]/ShuffleBlock[shuffle1]/permute_0" -> "116 ShuffleNet/Sequential[layer2]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1";
 "116 ShuffleNet/Sequential[layer2]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1" -> "118 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "117 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "118 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"118 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "119 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"119 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "120 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_1";
+"118 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "119 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"119 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "120 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_1";
 "120 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_1" -> "121 ShuffleNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1";
 "121 ShuffleNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" -> "123 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "122 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "123 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"123 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "124 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"124 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "125 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"125 ShuffleNet/Sequential[layer2]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "126 ShuffleNet/Sequential[layer2]/Bottleneck[1]/__add___0";
+"123 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "124 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"124 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "125 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"125 ShuffleNet/Sequential[layer2]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "126 ShuffleNet/Sequential[layer2]/Bottleneck[1]/__add___0";
 "126 ShuffleNet/Sequential[layer2]/Bottleneck[1]/__add___0" -> "127 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_2";
 "127 ShuffleNet/Sequential[layer2]/Bottleneck[1]/relu_2" -> "128 ShuffleNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2";
 "128 ShuffleNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "130 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "128 ShuffleNet/Sequential[layer2]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "146 ShuffleNet/Sequential[layer2]/Bottleneck[2]/__add___0";
 "129 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "130 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"130 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "131 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"131 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "132 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_0";
+"130 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "131 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"131 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "132 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_0";
 "132 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_0" -> "133 ShuffleNet/Sequential[layer2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0";
 "133 ShuffleNet/Sequential[layer2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" -> "134 ShuffleNet/Sequential[layer2]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0";
 "134 ShuffleNet/Sequential[layer2]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0" -> "135 ShuffleNet/Sequential[layer2]/Bottleneck[2]/ShuffleBlock[shuffle1]/permute_0";
 "135 ShuffleNet/Sequential[layer2]/Bottleneck[2]/ShuffleBlock[shuffle1]/permute_0" -> "136 ShuffleNet/Sequential[layer2]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1";
 "136 ShuffleNet/Sequential[layer2]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1" -> "138 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "137 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "138 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"138 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "139 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"139 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "140 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_1";
+"138 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "139 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"139 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "140 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_1";
 "140 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_1" -> "141 ShuffleNet/Sequential[layer2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1";
 "141 ShuffleNet/Sequential[layer2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" -> "143 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "142 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "143 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"143 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "144 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"144 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "145 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"145 ShuffleNet/Sequential[layer2]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "146 ShuffleNet/Sequential[layer2]/Bottleneck[2]/__add___0";
+"143 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "144 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"144 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "145 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"145 ShuffleNet/Sequential[layer2]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "146 ShuffleNet/Sequential[layer2]/Bottleneck[2]/__add___0";
 "146 ShuffleNet/Sequential[layer2]/Bottleneck[2]/__add___0" -> "147 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_2";
 "147 ShuffleNet/Sequential[layer2]/Bottleneck[2]/relu_2" -> "148 ShuffleNet/Sequential[layer2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2";
 "148 ShuffleNet/Sequential[layer2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "150 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "148 ShuffleNet/Sequential[layer2]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "166 ShuffleNet/Sequential[layer2]/Bottleneck[3]/__add___0";
 "149 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "150 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"150 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "151 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"151 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "152 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_0";
+"150 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "151 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"151 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "152 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_0";
 "152 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_0" -> "153 ShuffleNet/Sequential[layer2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0";
 "153 ShuffleNet/Sequential[layer2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" -> "154 ShuffleNet/Sequential[layer2]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0";
 "154 ShuffleNet/Sequential[layer2]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0" -> "155 ShuffleNet/Sequential[layer2]/Bottleneck[3]/ShuffleBlock[shuffle1]/permute_0";
 "155 ShuffleNet/Sequential[layer2]/Bottleneck[3]/ShuffleBlock[shuffle1]/permute_0" -> "156 ShuffleNet/Sequential[layer2]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1";
 "156 ShuffleNet/Sequential[layer2]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1" -> "158 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "157 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "158 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"158 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "159 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"159 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "160 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_1";
+"158 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "159 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"159 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "160 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_1";
 "160 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_1" -> "161 ShuffleNet/Sequential[layer2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1";
 "161 ShuffleNet/Sequential[layer2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" -> "163 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "162 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "163 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"163 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "164 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"164 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "165 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"165 ShuffleNet/Sequential[layer2]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "166 ShuffleNet/Sequential[layer2]/Bottleneck[3]/__add___0";
+"163 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "164 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"164 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "165 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"165 ShuffleNet/Sequential[layer2]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "166 ShuffleNet/Sequential[layer2]/Bottleneck[3]/__add___0";
 "166 ShuffleNet/Sequential[layer2]/Bottleneck[3]/__add___0" -> "167 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_2";
 "167 ShuffleNet/Sequential[layer2]/Bottleneck[3]/relu_2" -> "168 ShuffleNet/Sequential[layer2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2";
 "168 ShuffleNet/Sequential[layer2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2" -> "170 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
 "168 ShuffleNet/Sequential[layer2]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2" -> "186 ShuffleNet/Sequential[layer2]/Bottleneck[4]/__add___0";
 "169 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "170 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0";
-"170 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "171 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0";
-"171 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn1]/batch_norm_0" -> "172 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_0";
+"170 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv1]/conv2d_0" -> "171 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0";
+"171 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn1]/batch_norm_0" -> "172 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_0";
 "172 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_0" -> "173 ShuffleNet/Sequential[layer2]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_0";
 "173 ShuffleNet/Sequential[layer2]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_0" -> "174 ShuffleNet/Sequential[layer2]/Bottleneck[4]/ShuffleBlock[shuffle1]/view_0";
 "174 ShuffleNet/Sequential[layer2]/Bottleneck[4]/ShuffleBlock[shuffle1]/view_0" -> "175 ShuffleNet/Sequential[layer2]/Bottleneck[4]/ShuffleBlock[shuffle1]/permute_0";
 "175 ShuffleNet/Sequential[layer2]/Bottleneck[4]/ShuffleBlock[shuffle1]/permute_0" -> "176 ShuffleNet/Sequential[layer2]/Bottleneck[4]/ShuffleBlock[shuffle1]/view_1";
 "176 ShuffleNet/Sequential[layer2]/Bottleneck[4]/ShuffleBlock[shuffle1]/view_1" -> "178 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
 "177 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "178 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0";
-"178 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "179 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0";
-"179 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn2]/batch_norm_0" -> "180 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_1";
+"178 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv2]/conv2d_0" -> "179 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0";
+"179 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn2]/batch_norm_0" -> "180 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_1";
 "180 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_1" -> "181 ShuffleNet/Sequential[layer2]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_1";
 "181 ShuffleNet/Sequential[layer2]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_1" -> "183 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
 "182 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "183 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0";
-"183 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "184 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0";
-"184 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn3]/batch_norm_0" -> "185 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"185 ShuffleNet/Sequential[layer2]/Bottleneck[4]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "186 ShuffleNet/Sequential[layer2]/Bottleneck[4]/__add___0";
+"183 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFConv2d[conv3]/conv2d_0" -> "184 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0";
+"184 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn3]/batch_norm_0" -> "185 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"185 ShuffleNet/Sequential[layer2]/Bottleneck[4]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "186 ShuffleNet/Sequential[layer2]/Bottleneck[4]/__add___0";
 "186 ShuffleNet/Sequential[layer2]/Bottleneck[4]/__add___0" -> "187 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_2";
 "187 ShuffleNet/Sequential[layer2]/Bottleneck[4]/relu_2" -> "188 ShuffleNet/Sequential[layer2]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_2";
 "188 ShuffleNet/Sequential[layer2]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_2" -> "190 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
 "188 ShuffleNet/Sequential[layer2]/Bottleneck[4]/SymmetricQuantizer/symmetric_quantize_2" -> "206 ShuffleNet/Sequential[layer2]/Bottleneck[5]/__add___0";
 "189 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "190 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0";
-"190 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "191 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0";
-"191 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn1]/batch_norm_0" -> "192 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_0";
+"190 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv1]/conv2d_0" -> "191 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0";
+"191 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn1]/batch_norm_0" -> "192 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_0";
 "192 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_0" -> "193 ShuffleNet/Sequential[layer2]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_0";
 "193 ShuffleNet/Sequential[layer2]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_0" -> "194 ShuffleNet/Sequential[layer2]/Bottleneck[5]/ShuffleBlock[shuffle1]/view_0";
 "194 ShuffleNet/Sequential[layer2]/Bottleneck[5]/ShuffleBlock[shuffle1]/view_0" -> "195 ShuffleNet/Sequential[layer2]/Bottleneck[5]/ShuffleBlock[shuffle1]/permute_0";
 "195 ShuffleNet/Sequential[layer2]/Bottleneck[5]/ShuffleBlock[shuffle1]/permute_0" -> "196 ShuffleNet/Sequential[layer2]/Bottleneck[5]/ShuffleBlock[shuffle1]/view_1";
 "196 ShuffleNet/Sequential[layer2]/Bottleneck[5]/ShuffleBlock[shuffle1]/view_1" -> "198 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
 "197 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "198 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0";
-"198 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "199 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0";
-"199 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn2]/batch_norm_0" -> "200 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_1";
+"198 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv2]/conv2d_0" -> "199 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0";
+"199 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn2]/batch_norm_0" -> "200 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_1";
 "200 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_1" -> "201 ShuffleNet/Sequential[layer2]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_1";
 "201 ShuffleNet/Sequential[layer2]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_1" -> "203 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
 "202 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "203 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0";
-"203 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "204 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0";
-"204 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn3]/batch_norm_0" -> "205 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"205 ShuffleNet/Sequential[layer2]/Bottleneck[5]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "206 ShuffleNet/Sequential[layer2]/Bottleneck[5]/__add___0";
+"203 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFConv2d[conv3]/conv2d_0" -> "204 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0";
+"204 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn3]/batch_norm_0" -> "205 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"205 ShuffleNet/Sequential[layer2]/Bottleneck[5]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "206 ShuffleNet/Sequential[layer2]/Bottleneck[5]/__add___0";
 "206 ShuffleNet/Sequential[layer2]/Bottleneck[5]/__add___0" -> "207 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_2";
 "207 ShuffleNet/Sequential[layer2]/Bottleneck[5]/relu_2" -> "208 ShuffleNet/Sequential[layer2]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_2";
 "208 ShuffleNet/Sequential[layer2]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_2" -> "210 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
 "208 ShuffleNet/Sequential[layer2]/Bottleneck[5]/SymmetricQuantizer/symmetric_quantize_2" -> "226 ShuffleNet/Sequential[layer2]/Bottleneck[6]/__add___0";
 "209 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "210 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0";
-"210 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "211 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0";
-"211 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn1]/batch_norm_0" -> "212 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_0";
+"210 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv1]/conv2d_0" -> "211 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0";
+"211 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn1]/batch_norm_0" -> "212 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_0";
 "212 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_0" -> "213 ShuffleNet/Sequential[layer2]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_0";
 "213 ShuffleNet/Sequential[layer2]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_0" -> "214 ShuffleNet/Sequential[layer2]/Bottleneck[6]/ShuffleBlock[shuffle1]/view_0";
 "214 ShuffleNet/Sequential[layer2]/Bottleneck[6]/ShuffleBlock[shuffle1]/view_0" -> "215 ShuffleNet/Sequential[layer2]/Bottleneck[6]/ShuffleBlock[shuffle1]/permute_0";
 "215 ShuffleNet/Sequential[layer2]/Bottleneck[6]/ShuffleBlock[shuffle1]/permute_0" -> "216 ShuffleNet/Sequential[layer2]/Bottleneck[6]/ShuffleBlock[shuffle1]/view_1";
 "216 ShuffleNet/Sequential[layer2]/Bottleneck[6]/ShuffleBlock[shuffle1]/view_1" -> "218 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
 "217 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "218 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0";
-"218 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0" -> "219 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0";
-"219 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn2]/batch_norm_0" -> "220 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_1";
+"218 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv2]/conv2d_0" -> "219 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0";
+"219 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn2]/batch_norm_0" -> "220 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_1";
 "220 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_1" -> "221 ShuffleNet/Sequential[layer2]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_1";
 "221 ShuffleNet/Sequential[layer2]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_1" -> "223 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv3]/conv2d_0";
 "222 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "223 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv3]/conv2d_0";
-"223 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv3]/conv2d_0" -> "224 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn3]/batch_norm_0";
-"224 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn3]/batch_norm_0" -> "225 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"225 ShuffleNet/Sequential[layer2]/Bottleneck[6]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "226 ShuffleNet/Sequential[layer2]/Bottleneck[6]/__add___0";
+"223 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFConv2d[conv3]/conv2d_0" -> "224 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn3]/batch_norm_0";
+"224 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn3]/batch_norm_0" -> "225 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"225 ShuffleNet/Sequential[layer2]/Bottleneck[6]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "226 ShuffleNet/Sequential[layer2]/Bottleneck[6]/__add___0";
 "226 ShuffleNet/Sequential[layer2]/Bottleneck[6]/__add___0" -> "227 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_2";
 "227 ShuffleNet/Sequential[layer2]/Bottleneck[6]/relu_2" -> "228 ShuffleNet/Sequential[layer2]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_2";
 "228 ShuffleNet/Sequential[layer2]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_2" -> "230 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
 "228 ShuffleNet/Sequential[layer2]/Bottleneck[6]/SymmetricQuantizer/symmetric_quantize_2" -> "246 ShuffleNet/Sequential[layer2]/Bottleneck[7]/__add___0";
 "229 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "230 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0";
-"230 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "231 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0";
-"231 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn1]/batch_norm_0" -> "232 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_0";
+"230 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv1]/conv2d_0" -> "231 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0";
+"231 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn1]/batch_norm_0" -> "232 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_0";
 "232 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_0" -> "233 ShuffleNet/Sequential[layer2]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_0";
 "233 ShuffleNet/Sequential[layer2]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_0" -> "234 ShuffleNet/Sequential[layer2]/Bottleneck[7]/ShuffleBlock[shuffle1]/view_0";
 "234 ShuffleNet/Sequential[layer2]/Bottleneck[7]/ShuffleBlock[shuffle1]/view_0" -> "235 ShuffleNet/Sequential[layer2]/Bottleneck[7]/ShuffleBlock[shuffle1]/permute_0";
 "235 ShuffleNet/Sequential[layer2]/Bottleneck[7]/ShuffleBlock[shuffle1]/permute_0" -> "236 ShuffleNet/Sequential[layer2]/Bottleneck[7]/ShuffleBlock[shuffle1]/view_1";
 "236 ShuffleNet/Sequential[layer2]/Bottleneck[7]/ShuffleBlock[shuffle1]/view_1" -> "238 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
 "237 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "238 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0";
-"238 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0" -> "239 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0";
-"239 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn2]/batch_norm_0" -> "240 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_1";
+"238 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv2]/conv2d_0" -> "239 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0";
+"239 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn2]/batch_norm_0" -> "240 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_1";
 "240 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_1" -> "241 ShuffleNet/Sequential[layer2]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_1";
 "241 ShuffleNet/Sequential[layer2]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_1" -> "243 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv3]/conv2d_0";
 "242 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "243 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv3]/conv2d_0";
-"243 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv3]/conv2d_0" -> "244 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn3]/batch_norm_0";
-"244 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn3]/batch_norm_0" -> "245 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"245 ShuffleNet/Sequential[layer2]/Bottleneck[7]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "246 ShuffleNet/Sequential[layer2]/Bottleneck[7]/__add___0";
+"243 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFConv2d[conv3]/conv2d_0" -> "244 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn3]/batch_norm_0";
+"244 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn3]/batch_norm_0" -> "245 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"245 ShuffleNet/Sequential[layer2]/Bottleneck[7]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "246 ShuffleNet/Sequential[layer2]/Bottleneck[7]/__add___0";
 "246 ShuffleNet/Sequential[layer2]/Bottleneck[7]/__add___0" -> "247 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_2";
 "247 ShuffleNet/Sequential[layer2]/Bottleneck[7]/relu_2" -> "248 ShuffleNet/Sequential[layer2]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_2";
 "248 ShuffleNet/Sequential[layer2]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_2" -> "250 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
 "248 ShuffleNet/Sequential[layer2]/Bottleneck[7]/SymmetricQuantizer/symmetric_quantize_2" -> "266 ShuffleNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0";
 "249 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "250 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0";
-"250 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "251 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0";
-"251 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn1]/batch_norm_0" -> "252 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_0";
+"250 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv1]/conv2d_0" -> "251 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0";
+"251 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn1]/batch_norm_0" -> "252 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_0";
 "252 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_0" -> "253 ShuffleNet/Sequential[layer3]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0";
 "253 ShuffleNet/Sequential[layer3]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_0" -> "254 ShuffleNet/Sequential[layer3]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0";
 "254 ShuffleNet/Sequential[layer3]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_0" -> "255 ShuffleNet/Sequential[layer3]/Bottleneck[0]/ShuffleBlock[shuffle1]/permute_0";
 "255 ShuffleNet/Sequential[layer3]/Bottleneck[0]/ShuffleBlock[shuffle1]/permute_0" -> "256 ShuffleNet/Sequential[layer3]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1";
 "256 ShuffleNet/Sequential[layer3]/Bottleneck[0]/ShuffleBlock[shuffle1]/view_1" -> "258 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
 "257 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "258 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0";
-"258 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "259 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0";
-"259 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn2]/batch_norm_0" -> "260 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_1";
+"258 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv2]/conv2d_0" -> "259 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0";
+"259 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn2]/batch_norm_0" -> "260 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_1";
 "260 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_1" -> "261 ShuffleNet/Sequential[layer3]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1";
 "261 ShuffleNet/Sequential[layer3]/Bottleneck[0]/SymmetricQuantizer/symmetric_quantize_1" -> "263 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
 "262 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "263 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0";
-"263 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "264 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0";
-"264 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/batch_norm_0" -> "265 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"265 ShuffleNet/Sequential[layer3]/Bottleneck[0]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ShuffleNet/Sequential[layer3]/Bottleneck[0]/cat_0";
+"263 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFConv2d[conv3]/conv2d_0" -> "264 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0";
+"264 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/batch_norm_0" -> "265 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"265 ShuffleNet/Sequential[layer3]/Bottleneck[0]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ShuffleNet/Sequential[layer3]/Bottleneck[0]/cat_0";
 "266 ShuffleNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/avg_pool2d_0" -> "267 ShuffleNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/SymmetricQuantizer/symmetric_quantize_0";
 "267 ShuffleNet/Sequential[layer3]/Bottleneck[0]/Sequential[shortcut]/AvgPool2d[0]/SymmetricQuantizer/symmetric_quantize_0" -> "268 ShuffleNet/Sequential[layer3]/Bottleneck[0]/cat_0";
 "268 ShuffleNet/Sequential[layer3]/Bottleneck[0]/cat_0" -> "269 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_2";
 "269 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_2" -> "271 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
 "269 ShuffleNet/Sequential[layer3]/Bottleneck[0]/relu_2" -> "287 ShuffleNet/Sequential[layer3]/Bottleneck[1]/__add___0";
 "270 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "271 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0";
-"271 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "272 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0";
-"272 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn1]/batch_norm_0" -> "273 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_0";
+"271 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv1]/conv2d_0" -> "272 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0";
+"272 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn1]/batch_norm_0" -> "273 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_0";
 "273 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_0" -> "274 ShuffleNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0";
 "274 ShuffleNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_0" -> "275 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0";
 "275 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_0" -> "276 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/permute_0";
 "276 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/permute_0" -> "277 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1";
 "277 ShuffleNet/Sequential[layer3]/Bottleneck[1]/ShuffleBlock[shuffle1]/view_1" -> "279 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
 "278 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "279 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0";
-"279 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "280 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0";
-"280 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn2]/batch_norm_0" -> "281 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_1";
+"279 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv2]/conv2d_0" -> "280 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0";
+"280 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn2]/batch_norm_0" -> "281 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_1";
 "281 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_1" -> "282 ShuffleNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1";
 "282 ShuffleNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_1" -> "284 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
 "283 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "284 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0";
-"284 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "285 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0";
-"285 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/batch_norm_0" -> "286 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"286 ShuffleNet/Sequential[layer3]/Bottleneck[1]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "287 ShuffleNet/Sequential[layer3]/Bottleneck[1]/__add___0";
+"284 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFConv2d[conv3]/conv2d_0" -> "285 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0";
+"285 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/batch_norm_0" -> "286 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"286 ShuffleNet/Sequential[layer3]/Bottleneck[1]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "287 ShuffleNet/Sequential[layer3]/Bottleneck[1]/__add___0";
 "287 ShuffleNet/Sequential[layer3]/Bottleneck[1]/__add___0" -> "288 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_2";
 "288 ShuffleNet/Sequential[layer3]/Bottleneck[1]/relu_2" -> "289 ShuffleNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2";
 "289 ShuffleNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "291 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
 "289 ShuffleNet/Sequential[layer3]/Bottleneck[1]/SymmetricQuantizer/symmetric_quantize_2" -> "307 ShuffleNet/Sequential[layer3]/Bottleneck[2]/__add___0";
 "290 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "291 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0";
-"291 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "292 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0";
-"292 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn1]/batch_norm_0" -> "293 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_0";
+"291 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv1]/conv2d_0" -> "292 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0";
+"292 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn1]/batch_norm_0" -> "293 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_0";
 "293 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_0" -> "294 ShuffleNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0";
 "294 ShuffleNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_0" -> "295 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0";
 "295 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_0" -> "296 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/permute_0";
 "296 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/permute_0" -> "297 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1";
 "297 ShuffleNet/Sequential[layer3]/Bottleneck[2]/ShuffleBlock[shuffle1]/view_1" -> "299 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
 "298 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "299 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0";
-"299 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "300 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0";
-"300 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn2]/batch_norm_0" -> "301 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_1";
+"299 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv2]/conv2d_0" -> "300 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0";
+"300 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn2]/batch_norm_0" -> "301 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_1";
 "301 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_1" -> "302 ShuffleNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1";
 "302 ShuffleNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_1" -> "304 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
 "303 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "304 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0";
-"304 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "305 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0";
-"305 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/batch_norm_0" -> "306 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"306 ShuffleNet/Sequential[layer3]/Bottleneck[2]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "307 ShuffleNet/Sequential[layer3]/Bottleneck[2]/__add___0";
+"304 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFConv2d[conv3]/conv2d_0" -> "305 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0";
+"305 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/batch_norm_0" -> "306 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"306 ShuffleNet/Sequential[layer3]/Bottleneck[2]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "307 ShuffleNet/Sequential[layer3]/Bottleneck[2]/__add___0";
 "307 ShuffleNet/Sequential[layer3]/Bottleneck[2]/__add___0" -> "308 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_2";
 "308 ShuffleNet/Sequential[layer3]/Bottleneck[2]/relu_2" -> "309 ShuffleNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2";
 "309 ShuffleNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "311 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
 "309 ShuffleNet/Sequential[layer3]/Bottleneck[2]/SymmetricQuantizer/symmetric_quantize_2" -> "327 ShuffleNet/Sequential[layer3]/Bottleneck[3]/__add___0";
 "310 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "311 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0";
-"311 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "312 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0";
-"312 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn1]/batch_norm_0" -> "313 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_0";
+"311 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv1]/conv2d_0" -> "312 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0";
+"312 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn1]/batch_norm_0" -> "313 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_0";
 "313 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_0" -> "314 ShuffleNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0";
 "314 ShuffleNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_0" -> "315 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0";
 "315 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_0" -> "316 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/permute_0";
 "316 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/permute_0" -> "317 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1";
 "317 ShuffleNet/Sequential[layer3]/Bottleneck[3]/ShuffleBlock[shuffle1]/view_1" -> "319 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
 "318 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "319 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0";
-"319 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "320 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0";
-"320 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn2]/batch_norm_0" -> "321 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_1";
+"319 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv2]/conv2d_0" -> "320 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0";
+"320 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn2]/batch_norm_0" -> "321 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_1";
 "321 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_1" -> "322 ShuffleNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1";
 "322 ShuffleNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_1" -> "324 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
 "323 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "324 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0";
-"324 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "325 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0";
-"325 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/batch_norm_0" -> "326 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0";
-"326 ShuffleNet/Sequential[layer3]/Bottleneck[3]/BatchNorm2d[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "327 ShuffleNet/Sequential[layer3]/Bottleneck[3]/__add___0";
+"324 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFConv2d[conv3]/conv2d_0" -> "325 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0";
+"325 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/batch_norm_0" -> "326 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0";
+"326 ShuffleNet/Sequential[layer3]/Bottleneck[3]/NNCFBatchNorm[bn3]/SymmetricQuantizer/symmetric_quantize_0" -> "327 ShuffleNet/Sequential[layer3]/Bottleneck[3]/__add___0";
 "327 ShuffleNet/Sequential[layer3]/Bottleneck[3]/__add___0" -> "328 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_2";
 "328 ShuffleNet/Sequential[layer3]/Bottleneck[3]/relu_2" -> "329 ShuffleNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2";
 "329 ShuffleNet/Sequential[layer3]/Bottleneck[3]/SymmetricQuantizer/symmetric_quantize_2" -> "330 ShuffleNet/avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/ssd_mobilenet.dot b/tests/torch/data/reference_graphs/quantized/symmetric/ssd_mobilenet.dot
index 1ee8b7c14ee..daf3737ab7c 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/ssd_mobilenet.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/ssd_mobilenet.dot
@@ -5,177 +5,177 @@ strict digraph  {
 "3 MobileNetSSD/unsqueeze_0" [id=3, type=unsqueeze];
 "4 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=4, type=symmetric_quantize];
 "5 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFConv2d[0]/conv2d_0" [id=5, type=conv2d];
-"6 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/BatchNorm2d[1]/batch_norm_0" [id=6, type=batch_norm];
+"6 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFBatchNorm[1]/batch_norm_0" [id=6, type=batch_norm];
 "7 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/ReLU[2]/relu__0" [id=7, type=relu_];
 "8 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=8, type=symmetric_quantize];
 "9 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=9, type=symmetric_quantize];
 "10 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[0]/conv2d_0" [id=10, type=conv2d];
-"11 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/BatchNorm2d[1]/batch_norm_0" [id=11, type=batch_norm];
+"11 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFBatchNorm[1]/batch_norm_0" [id=11, type=batch_norm];
 "12 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[2]/relu__0" [id=12, type=relu_];
 "13 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=13, type=symmetric_quantize];
 "14 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=14, type=symmetric_quantize];
 "15 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[3]/conv2d_0" [id=15, type=conv2d];
-"16 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/BatchNorm2d[4]/batch_norm_0" [id=16, type=batch_norm];
+"16 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFBatchNorm[4]/batch_norm_0" [id=16, type=batch_norm];
 "17 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[5]/relu__0" [id=17, type=relu_];
 "18 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=18, type=symmetric_quantize];
 "19 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=19, type=symmetric_quantize];
 "20 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[0]/conv2d_0" [id=20, type=conv2d];
-"21 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/BatchNorm2d[1]/batch_norm_0" [id=21, type=batch_norm];
+"21 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFBatchNorm[1]/batch_norm_0" [id=21, type=batch_norm];
 "22 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[2]/relu__0" [id=22, type=relu_];
 "23 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=23, type=symmetric_quantize];
 "24 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=24, type=symmetric_quantize];
 "25 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[3]/conv2d_0" [id=25, type=conv2d];
-"26 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/BatchNorm2d[4]/batch_norm_0" [id=26, type=batch_norm];
+"26 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFBatchNorm[4]/batch_norm_0" [id=26, type=batch_norm];
 "27 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[5]/relu__0" [id=27, type=relu_];
 "28 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=28, type=symmetric_quantize];
 "29 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=29, type=symmetric_quantize];
 "30 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[0]/conv2d_0" [id=30, type=conv2d];
-"31 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/BatchNorm2d[1]/batch_norm_0" [id=31, type=batch_norm];
+"31 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFBatchNorm[1]/batch_norm_0" [id=31, type=batch_norm];
 "32 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[2]/relu__0" [id=32, type=relu_];
 "33 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=33, type=symmetric_quantize];
 "34 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=34, type=symmetric_quantize];
 "35 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[3]/conv2d_0" [id=35, type=conv2d];
-"36 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/BatchNorm2d[4]/batch_norm_0" [id=36, type=batch_norm];
+"36 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFBatchNorm[4]/batch_norm_0" [id=36, type=batch_norm];
 "37 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[5]/relu__0" [id=37, type=relu_];
 "38 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=38, type=symmetric_quantize];
 "39 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=39, type=symmetric_quantize];
 "40 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[0]/conv2d_0" [id=40, type=conv2d];
-"41 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/BatchNorm2d[1]/batch_norm_0" [id=41, type=batch_norm];
+"41 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFBatchNorm[1]/batch_norm_0" [id=41, type=batch_norm];
 "42 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[2]/relu__0" [id=42, type=relu_];
 "43 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=43, type=symmetric_quantize];
 "44 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=44, type=symmetric_quantize];
 "45 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[3]/conv2d_0" [id=45, type=conv2d];
-"46 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/BatchNorm2d[4]/batch_norm_0" [id=46, type=batch_norm];
+"46 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFBatchNorm[4]/batch_norm_0" [id=46, type=batch_norm];
 "47 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[5]/relu__0" [id=47, type=relu_];
 "48 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=48, type=symmetric_quantize];
 "49 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=49, type=symmetric_quantize];
 "50 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[0]/conv2d_0" [id=50, type=conv2d];
-"51 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/BatchNorm2d[1]/batch_norm_0" [id=51, type=batch_norm];
+"51 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFBatchNorm[1]/batch_norm_0" [id=51, type=batch_norm];
 "52 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[2]/relu__0" [id=52, type=relu_];
 "53 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=53, type=symmetric_quantize];
 "54 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=54, type=symmetric_quantize];
 "55 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[3]/conv2d_0" [id=55, type=conv2d];
-"56 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/BatchNorm2d[4]/batch_norm_0" [id=56, type=batch_norm];
+"56 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFBatchNorm[4]/batch_norm_0" [id=56, type=batch_norm];
 "57 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[5]/relu__0" [id=57, type=relu_];
 "58 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=58, type=symmetric_quantize];
 "59 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=59, type=symmetric_quantize];
 "60 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[0]/conv2d_0" [id=60, type=conv2d];
-"61 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/BatchNorm2d[1]/batch_norm_0" [id=61, type=batch_norm];
+"61 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFBatchNorm[1]/batch_norm_0" [id=61, type=batch_norm];
 "62 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[2]/relu__0" [id=62, type=relu_];
 "63 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=63, type=symmetric_quantize];
 "64 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=64, type=symmetric_quantize];
 "65 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[3]/conv2d_0" [id=65, type=conv2d];
-"66 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/BatchNorm2d[4]/batch_norm_0" [id=66, type=batch_norm];
+"66 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFBatchNorm[4]/batch_norm_0" [id=66, type=batch_norm];
 "67 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[5]/relu__0" [id=67, type=relu_];
 "68 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=68, type=symmetric_quantize];
 "69 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=69, type=symmetric_quantize];
 "70 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[0]/conv2d_0" [id=70, type=conv2d];
-"71 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/BatchNorm2d[1]/batch_norm_0" [id=71, type=batch_norm];
+"71 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFBatchNorm[1]/batch_norm_0" [id=71, type=batch_norm];
 "72 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[2]/relu__0" [id=72, type=relu_];
 "73 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=73, type=symmetric_quantize];
 "74 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=74, type=symmetric_quantize];
 "75 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[3]/conv2d_0" [id=75, type=conv2d];
-"76 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/BatchNorm2d[4]/batch_norm_0" [id=76, type=batch_norm];
+"76 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFBatchNorm[4]/batch_norm_0" [id=76, type=batch_norm];
 "77 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[5]/relu__0" [id=77, type=relu_];
 "78 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=78, type=symmetric_quantize];
 "79 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=79, type=symmetric_quantize];
 "80 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[0]/conv2d_0" [id=80, type=conv2d];
-"81 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/BatchNorm2d[1]/batch_norm_0" [id=81, type=batch_norm];
+"81 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFBatchNorm[1]/batch_norm_0" [id=81, type=batch_norm];
 "82 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[2]/relu__0" [id=82, type=relu_];
 "83 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=83, type=symmetric_quantize];
 "84 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=84, type=symmetric_quantize];
 "85 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[3]/conv2d_0" [id=85, type=conv2d];
-"86 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/BatchNorm2d[4]/batch_norm_0" [id=86, type=batch_norm];
+"86 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFBatchNorm[4]/batch_norm_0" [id=86, type=batch_norm];
 "87 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[5]/relu__0" [id=87, type=relu_];
 "88 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=88, type=symmetric_quantize];
 "89 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=89, type=symmetric_quantize];
 "90 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[0]/conv2d_0" [id=90, type=conv2d];
-"91 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/BatchNorm2d[1]/batch_norm_0" [id=91, type=batch_norm];
+"91 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFBatchNorm[1]/batch_norm_0" [id=91, type=batch_norm];
 "92 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[2]/relu__0" [id=92, type=relu_];
 "93 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=93, type=symmetric_quantize];
 "94 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=94, type=symmetric_quantize];
 "95 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[3]/conv2d_0" [id=95, type=conv2d];
-"96 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/BatchNorm2d[4]/batch_norm_0" [id=96, type=batch_norm];
+"96 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFBatchNorm[4]/batch_norm_0" [id=96, type=batch_norm];
 "97 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[5]/relu__0" [id=97, type=relu_];
 "98 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=98, type=symmetric_quantize];
 "99 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=99, type=symmetric_quantize];
 "100 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[0]/conv2d_0" [id=100, type=conv2d];
-"101 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/BatchNorm2d[1]/batch_norm_0" [id=101, type=batch_norm];
+"101 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFBatchNorm[1]/batch_norm_0" [id=101, type=batch_norm];
 "102 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[2]/relu__0" [id=102, type=relu_];
 "103 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=103, type=symmetric_quantize];
 "104 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=104, type=symmetric_quantize];
 "105 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[3]/conv2d_0" [id=105, type=conv2d];
-"106 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/BatchNorm2d[4]/batch_norm_0" [id=106, type=batch_norm];
+"106 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFBatchNorm[4]/batch_norm_0" [id=106, type=batch_norm];
 "107 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[5]/relu__0" [id=107, type=relu_];
 "108 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=108, type=symmetric_quantize];
 "109 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=109, type=symmetric_quantize];
 "110 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[0]/conv2d_0" [id=110, type=conv2d];
-"111 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/BatchNorm2d[1]/batch_norm_0" [id=111, type=batch_norm];
+"111 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFBatchNorm[1]/batch_norm_0" [id=111, type=batch_norm];
 "112 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[2]/relu__0" [id=112, type=relu_];
 "113 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=113, type=symmetric_quantize];
 "114 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=114, type=symmetric_quantize];
 "115 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[3]/conv2d_0" [id=115, type=conv2d];
-"116 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/BatchNorm2d[4]/batch_norm_0" [id=116, type=batch_norm];
+"116 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFBatchNorm[4]/batch_norm_0" [id=116, type=batch_norm];
 "117 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/relu__0" [id=117, type=relu_];
 "118 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=118, type=symmetric_quantize];
 "119 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=119, type=symmetric_quantize];
 "120 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[0]/conv2d_0" [id=120, type=conv2d];
-"121 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/BatchNorm2d[1]/batch_norm_0" [id=121, type=batch_norm];
+"121 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFBatchNorm[1]/batch_norm_0" [id=121, type=batch_norm];
 "122 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[2]/relu__0" [id=122, type=relu_];
 "123 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=123, type=symmetric_quantize];
 "124 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=124, type=symmetric_quantize];
 "125 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[3]/conv2d_0" [id=125, type=conv2d];
-"126 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/BatchNorm2d[4]/batch_norm_0" [id=126, type=batch_norm];
+"126 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFBatchNorm[4]/batch_norm_0" [id=126, type=batch_norm];
 "127 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[5]/relu__0" [id=127, type=relu_];
 "128 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=128, type=symmetric_quantize];
 "129 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=129, type=symmetric_quantize];
 "130 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[0]/conv2d_0" [id=130, type=conv2d];
-"131 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/BatchNorm2d[1]/batch_norm_0" [id=131, type=batch_norm];
+"131 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFBatchNorm[1]/batch_norm_0" [id=131, type=batch_norm];
 "132 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[2]/relu__0" [id=132, type=relu_];
 "133 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=133, type=symmetric_quantize];
 "134 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=134, type=symmetric_quantize];
 "135 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[3]/conv2d_0" [id=135, type=conv2d];
-"136 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/BatchNorm2d[4]/batch_norm_0" [id=136, type=batch_norm];
+"136 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFBatchNorm[4]/batch_norm_0" [id=136, type=batch_norm];
 "137 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/relu__0" [id=137, type=relu_];
 "138 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=138, type=symmetric_quantize];
 "139 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=139, type=symmetric_quantize];
 "140 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFConv2d[0]/conv2d_0" [id=140, type=conv2d];
-"141 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/BatchNorm2d[1]/batch_norm_0" [id=141, type=batch_norm];
+"141 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFBatchNorm[1]/batch_norm_0" [id=141, type=batch_norm];
 "142 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/ReLU[2]/relu__0" [id=142, type=relu_];
 "143 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=143, type=symmetric_quantize];
 "144 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=144, type=symmetric_quantize];
 "145 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFConv2d[0]/conv2d_0" [id=145, type=conv2d];
-"146 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/BatchNorm2d[1]/batch_norm_0" [id=146, type=batch_norm];
+"146 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFBatchNorm[1]/batch_norm_0" [id=146, type=batch_norm];
 "147 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/relu__0" [id=147, type=relu_];
 "148 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=148, type=symmetric_quantize];
 "149 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=149, type=symmetric_quantize];
 "150 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFConv2d[0]/conv2d_0" [id=150, type=conv2d];
-"151 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/BatchNorm2d[1]/batch_norm_0" [id=151, type=batch_norm];
+"151 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFBatchNorm[1]/batch_norm_0" [id=151, type=batch_norm];
 "152 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/ReLU[2]/relu__0" [id=152, type=relu_];
 "153 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=153, type=symmetric_quantize];
 "154 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=154, type=symmetric_quantize];
 "155 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFConv2d[0]/conv2d_0" [id=155, type=conv2d];
-"156 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/BatchNorm2d[1]/batch_norm_0" [id=156, type=batch_norm];
+"156 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFBatchNorm[1]/batch_norm_0" [id=156, type=batch_norm];
 "157 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/relu__0" [id=157, type=relu_];
 "158 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=158, type=symmetric_quantize];
 "159 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=159, type=symmetric_quantize];
 "160 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFConv2d[0]/conv2d_0" [id=160, type=conv2d];
-"161 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/BatchNorm2d[1]/batch_norm_0" [id=161, type=batch_norm];
+"161 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFBatchNorm[1]/batch_norm_0" [id=161, type=batch_norm];
 "162 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/ReLU[2]/relu__0" [id=162, type=relu_];
 "163 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=163, type=symmetric_quantize];
 "164 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=164, type=symmetric_quantize];
 "165 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFConv2d[0]/conv2d_0" [id=165, type=conv2d];
-"166 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/BatchNorm2d[1]/batch_norm_0" [id=166, type=batch_norm];
+"166 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFBatchNorm[1]/batch_norm_0" [id=166, type=batch_norm];
 "167 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/relu__0" [id=167, type=relu_];
 "168 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=168, type=symmetric_quantize];
 "169 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=169, type=symmetric_quantize];
 "170 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFConv2d[0]/conv2d_0" [id=170, type=conv2d];
-"171 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/BatchNorm2d[1]/batch_norm_0" [id=171, type=batch_norm];
+"171 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFBatchNorm[1]/batch_norm_0" [id=171, type=batch_norm];
 "172 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/ReLU[2]/relu__0" [id=172, type=relu_];
 "173 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=173, type=symmetric_quantize];
 "174 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=174, type=symmetric_quantize];
 "175 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFConv2d[0]/conv2d_0" [id=175, type=conv2d];
-"176 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/BatchNorm2d[1]/batch_norm_0" [id=176, type=batch_norm];
+"176 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFBatchNorm[1]/batch_norm_0" [id=176, type=batch_norm];
 "177 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/relu__0" [id=177, type=relu_];
 "178 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=178, type=symmetric_quantize];
 "179 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[0]/NNCFConv2d[loc]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=179, type=symmetric_quantize];
@@ -239,188 +239,188 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "5 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFConv2d[0]/conv2d_0";
 "2 MobileNetSSD/__getitem___0" -> "3 MobileNetSSD/unsqueeze_0";
 "4 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "5 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFConv2d[0]/conv2d_0";
-"5 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFConv2d[0]/conv2d_0" -> "6 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/BatchNorm2d[1]/batch_norm_0";
-"6 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/BatchNorm2d[1]/batch_norm_0" -> "7 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/ReLU[2]/relu__0";
+"5 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFConv2d[0]/conv2d_0" -> "6 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFBatchNorm[1]/batch_norm_0";
+"6 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/NNCFBatchNorm[1]/batch_norm_0" -> "7 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/ReLU[2]/relu__0";
 "7 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/ReLU[2]/relu__0" -> "8 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "8 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "10 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[0]/conv2d_0";
 "9 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "10 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[0]/conv2d_0";
-"10 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[0]/conv2d_0" -> "11 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/BatchNorm2d[1]/batch_norm_0";
-"11 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/BatchNorm2d[1]/batch_norm_0" -> "12 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[2]/relu__0";
+"10 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[0]/conv2d_0" -> "11 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFBatchNorm[1]/batch_norm_0";
+"11 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFBatchNorm[1]/batch_norm_0" -> "12 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[2]/relu__0";
 "12 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[2]/relu__0" -> "13 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "13 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "15 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[3]/conv2d_0";
 "14 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "15 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[3]/conv2d_0";
-"15 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[3]/conv2d_0" -> "16 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/BatchNorm2d[4]/batch_norm_0";
-"16 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/BatchNorm2d[4]/batch_norm_0" -> "17 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[5]/relu__0";
+"15 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFConv2d[3]/conv2d_0" -> "16 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFBatchNorm[4]/batch_norm_0";
+"16 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/NNCFBatchNorm[4]/batch_norm_0" -> "17 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[5]/relu__0";
 "17 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[5]/relu__0" -> "18 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "18 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[1]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "20 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[0]/conv2d_0";
 "19 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "20 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[0]/conv2d_0";
-"20 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[0]/conv2d_0" -> "21 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/BatchNorm2d[1]/batch_norm_0";
-"21 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/BatchNorm2d[1]/batch_norm_0" -> "22 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[2]/relu__0";
+"20 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[0]/conv2d_0" -> "21 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFBatchNorm[1]/batch_norm_0";
+"21 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFBatchNorm[1]/batch_norm_0" -> "22 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[2]/relu__0";
 "22 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[2]/relu__0" -> "23 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "23 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "25 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[3]/conv2d_0";
 "24 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "25 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[3]/conv2d_0";
-"25 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[3]/conv2d_0" -> "26 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/BatchNorm2d[4]/batch_norm_0";
-"26 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/BatchNorm2d[4]/batch_norm_0" -> "27 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[5]/relu__0";
+"25 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFConv2d[3]/conv2d_0" -> "26 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFBatchNorm[4]/batch_norm_0";
+"26 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/NNCFBatchNorm[4]/batch_norm_0" -> "27 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[5]/relu__0";
 "27 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[5]/relu__0" -> "28 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "28 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[2]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "30 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[0]/conv2d_0";
 "29 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "30 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[0]/conv2d_0";
-"30 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[0]/conv2d_0" -> "31 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/BatchNorm2d[1]/batch_norm_0";
-"31 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/BatchNorm2d[1]/batch_norm_0" -> "32 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[2]/relu__0";
+"30 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[0]/conv2d_0" -> "31 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFBatchNorm[1]/batch_norm_0";
+"31 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFBatchNorm[1]/batch_norm_0" -> "32 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[2]/relu__0";
 "32 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[2]/relu__0" -> "33 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "33 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "35 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[3]/conv2d_0";
 "34 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "35 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[3]/conv2d_0";
-"35 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[3]/conv2d_0" -> "36 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/BatchNorm2d[4]/batch_norm_0";
-"36 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/BatchNorm2d[4]/batch_norm_0" -> "37 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[5]/relu__0";
+"35 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFConv2d[3]/conv2d_0" -> "36 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFBatchNorm[4]/batch_norm_0";
+"36 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/NNCFBatchNorm[4]/batch_norm_0" -> "37 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[5]/relu__0";
 "37 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[5]/relu__0" -> "38 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "38 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[3]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "40 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[0]/conv2d_0";
 "39 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "40 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[0]/conv2d_0";
-"40 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[0]/conv2d_0" -> "41 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/BatchNorm2d[1]/batch_norm_0";
-"41 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/BatchNorm2d[1]/batch_norm_0" -> "42 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[2]/relu__0";
+"40 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[0]/conv2d_0" -> "41 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFBatchNorm[1]/batch_norm_0";
+"41 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFBatchNorm[1]/batch_norm_0" -> "42 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[2]/relu__0";
 "42 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[2]/relu__0" -> "43 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "43 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "45 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[3]/conv2d_0";
 "44 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "45 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[3]/conv2d_0";
-"45 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[3]/conv2d_0" -> "46 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/BatchNorm2d[4]/batch_norm_0";
-"46 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/BatchNorm2d[4]/batch_norm_0" -> "47 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[5]/relu__0";
+"45 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFConv2d[3]/conv2d_0" -> "46 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFBatchNorm[4]/batch_norm_0";
+"46 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/NNCFBatchNorm[4]/batch_norm_0" -> "47 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[5]/relu__0";
 "47 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[5]/relu__0" -> "48 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "48 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[4]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "50 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[0]/conv2d_0";
 "49 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "50 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[0]/conv2d_0";
-"50 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[0]/conv2d_0" -> "51 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/BatchNorm2d[1]/batch_norm_0";
-"51 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/BatchNorm2d[1]/batch_norm_0" -> "52 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[2]/relu__0";
+"50 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[0]/conv2d_0" -> "51 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFBatchNorm[1]/batch_norm_0";
+"51 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFBatchNorm[1]/batch_norm_0" -> "52 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[2]/relu__0";
 "52 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[2]/relu__0" -> "53 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "53 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "55 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[3]/conv2d_0";
 "54 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "55 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[3]/conv2d_0";
-"55 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[3]/conv2d_0" -> "56 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/BatchNorm2d[4]/batch_norm_0";
-"56 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/BatchNorm2d[4]/batch_norm_0" -> "57 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[5]/relu__0";
+"55 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFConv2d[3]/conv2d_0" -> "56 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFBatchNorm[4]/batch_norm_0";
+"56 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/NNCFBatchNorm[4]/batch_norm_0" -> "57 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[5]/relu__0";
 "57 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[5]/relu__0" -> "58 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "58 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[5]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "60 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[0]/conv2d_0";
 "59 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "60 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[0]/conv2d_0";
-"60 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[0]/conv2d_0" -> "61 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/BatchNorm2d[1]/batch_norm_0";
-"61 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/BatchNorm2d[1]/batch_norm_0" -> "62 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[2]/relu__0";
+"60 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[0]/conv2d_0" -> "61 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFBatchNorm[1]/batch_norm_0";
+"61 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFBatchNorm[1]/batch_norm_0" -> "62 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[2]/relu__0";
 "62 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[2]/relu__0" -> "63 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "63 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "65 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[3]/conv2d_0";
 "64 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "65 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[3]/conv2d_0";
-"65 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[3]/conv2d_0" -> "66 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/BatchNorm2d[4]/batch_norm_0";
-"66 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/BatchNorm2d[4]/batch_norm_0" -> "67 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[5]/relu__0";
+"65 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFConv2d[3]/conv2d_0" -> "66 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFBatchNorm[4]/batch_norm_0";
+"66 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/NNCFBatchNorm[4]/batch_norm_0" -> "67 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[5]/relu__0";
 "67 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[5]/relu__0" -> "68 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "68 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[6]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "70 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[0]/conv2d_0";
 "69 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "70 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[0]/conv2d_0";
-"70 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[0]/conv2d_0" -> "71 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/BatchNorm2d[1]/batch_norm_0";
-"71 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/BatchNorm2d[1]/batch_norm_0" -> "72 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[2]/relu__0";
+"70 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[0]/conv2d_0" -> "71 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFBatchNorm[1]/batch_norm_0";
+"71 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFBatchNorm[1]/batch_norm_0" -> "72 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[2]/relu__0";
 "72 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[2]/relu__0" -> "73 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "73 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "75 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[3]/conv2d_0";
 "74 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "75 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[3]/conv2d_0";
-"75 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[3]/conv2d_0" -> "76 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/BatchNorm2d[4]/batch_norm_0";
-"76 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/BatchNorm2d[4]/batch_norm_0" -> "77 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[5]/relu__0";
+"75 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFConv2d[3]/conv2d_0" -> "76 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFBatchNorm[4]/batch_norm_0";
+"76 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/NNCFBatchNorm[4]/batch_norm_0" -> "77 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[5]/relu__0";
 "77 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[5]/relu__0" -> "78 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "78 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[7]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "80 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[0]/conv2d_0";
 "79 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "80 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[0]/conv2d_0";
-"80 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[0]/conv2d_0" -> "81 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/BatchNorm2d[1]/batch_norm_0";
-"81 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/BatchNorm2d[1]/batch_norm_0" -> "82 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[2]/relu__0";
+"80 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[0]/conv2d_0" -> "81 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFBatchNorm[1]/batch_norm_0";
+"81 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFBatchNorm[1]/batch_norm_0" -> "82 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[2]/relu__0";
 "82 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[2]/relu__0" -> "83 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "83 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "85 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[3]/conv2d_0";
 "84 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "85 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[3]/conv2d_0";
-"85 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[3]/conv2d_0" -> "86 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/BatchNorm2d[4]/batch_norm_0";
-"86 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/BatchNorm2d[4]/batch_norm_0" -> "87 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[5]/relu__0";
+"85 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFConv2d[3]/conv2d_0" -> "86 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFBatchNorm[4]/batch_norm_0";
+"86 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/NNCFBatchNorm[4]/batch_norm_0" -> "87 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[5]/relu__0";
 "87 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[5]/relu__0" -> "88 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "88 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[8]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "90 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[0]/conv2d_0";
 "89 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "90 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[0]/conv2d_0";
-"90 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[0]/conv2d_0" -> "91 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/BatchNorm2d[1]/batch_norm_0";
-"91 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/BatchNorm2d[1]/batch_norm_0" -> "92 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[2]/relu__0";
+"90 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[0]/conv2d_0" -> "91 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFBatchNorm[1]/batch_norm_0";
+"91 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFBatchNorm[1]/batch_norm_0" -> "92 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[2]/relu__0";
 "92 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[2]/relu__0" -> "93 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "93 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "95 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[3]/conv2d_0";
 "94 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "95 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[3]/conv2d_0";
-"95 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[3]/conv2d_0" -> "96 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/BatchNorm2d[4]/batch_norm_0";
-"96 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/BatchNorm2d[4]/batch_norm_0" -> "97 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[5]/relu__0";
+"95 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFConv2d[3]/conv2d_0" -> "96 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFBatchNorm[4]/batch_norm_0";
+"96 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/NNCFBatchNorm[4]/batch_norm_0" -> "97 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[5]/relu__0";
 "97 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[5]/relu__0" -> "98 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "98 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[9]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "100 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[0]/conv2d_0";
 "99 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "100 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[0]/conv2d_0";
-"100 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[0]/conv2d_0" -> "101 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/BatchNorm2d[1]/batch_norm_0";
-"101 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/BatchNorm2d[1]/batch_norm_0" -> "102 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[2]/relu__0";
+"100 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[0]/conv2d_0" -> "101 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFBatchNorm[1]/batch_norm_0";
+"101 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFBatchNorm[1]/batch_norm_0" -> "102 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[2]/relu__0";
 "102 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[2]/relu__0" -> "103 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "103 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "105 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[3]/conv2d_0";
 "104 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "105 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[3]/conv2d_0";
-"105 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[3]/conv2d_0" -> "106 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/BatchNorm2d[4]/batch_norm_0";
-"106 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/BatchNorm2d[4]/batch_norm_0" -> "107 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[5]/relu__0";
+"105 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFConv2d[3]/conv2d_0" -> "106 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFBatchNorm[4]/batch_norm_0";
+"106 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/NNCFBatchNorm[4]/batch_norm_0" -> "107 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[5]/relu__0";
 "107 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[5]/relu__0" -> "108 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "108 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[10]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "110 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[0]/conv2d_0";
 "109 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "110 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[0]/conv2d_0";
-"110 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[0]/conv2d_0" -> "111 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/BatchNorm2d[1]/batch_norm_0";
-"111 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/BatchNorm2d[1]/batch_norm_0" -> "112 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[2]/relu__0";
+"110 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[0]/conv2d_0" -> "111 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFBatchNorm[1]/batch_norm_0";
+"111 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFBatchNorm[1]/batch_norm_0" -> "112 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[2]/relu__0";
 "112 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[2]/relu__0" -> "113 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "113 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "115 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[3]/conv2d_0";
 "114 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "115 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[3]/conv2d_0";
-"115 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[3]/conv2d_0" -> "116 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/BatchNorm2d[4]/batch_norm_0";
-"116 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/BatchNorm2d[4]/batch_norm_0" -> "117 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/relu__0";
+"115 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFConv2d[3]/conv2d_0" -> "116 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFBatchNorm[4]/batch_norm_0";
+"116 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/NNCFBatchNorm[4]/batch_norm_0" -> "117 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/relu__0";
 "117 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/relu__0" -> "118 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "118 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "120 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[0]/conv2d_0";
 "118 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "180 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[0]/NNCFConv2d[loc]/conv2d_0";
 "118 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[11]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "182 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[0]/NNCFConv2d[conf]/conv2d_0";
 "119 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "120 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[0]/conv2d_0";
-"120 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[0]/conv2d_0" -> "121 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/BatchNorm2d[1]/batch_norm_0";
-"121 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/BatchNorm2d[1]/batch_norm_0" -> "122 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[2]/relu__0";
+"120 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[0]/conv2d_0" -> "121 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFBatchNorm[1]/batch_norm_0";
+"121 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFBatchNorm[1]/batch_norm_0" -> "122 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[2]/relu__0";
 "122 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[2]/relu__0" -> "123 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "123 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "125 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[3]/conv2d_0";
 "124 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "125 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[3]/conv2d_0";
-"125 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[3]/conv2d_0" -> "126 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/BatchNorm2d[4]/batch_norm_0";
-"126 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/BatchNorm2d[4]/batch_norm_0" -> "127 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[5]/relu__0";
+"125 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFConv2d[3]/conv2d_0" -> "126 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFBatchNorm[4]/batch_norm_0";
+"126 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/NNCFBatchNorm[4]/batch_norm_0" -> "127 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[5]/relu__0";
 "127 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[5]/relu__0" -> "128 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "128 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[12]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "130 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[0]/conv2d_0";
 "129 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "130 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[0]/conv2d_0";
-"130 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[0]/conv2d_0" -> "131 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/BatchNorm2d[1]/batch_norm_0";
-"131 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/BatchNorm2d[1]/batch_norm_0" -> "132 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[2]/relu__0";
+"130 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[0]/conv2d_0" -> "131 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFBatchNorm[1]/batch_norm_0";
+"131 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFBatchNorm[1]/batch_norm_0" -> "132 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[2]/relu__0";
 "132 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[2]/relu__0" -> "133 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "133 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "135 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[3]/conv2d_0";
 "134 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "135 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[3]/conv2d_0";
-"135 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[3]/conv2d_0" -> "136 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/BatchNorm2d[4]/batch_norm_0";
-"136 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/BatchNorm2d[4]/batch_norm_0" -> "137 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/relu__0";
+"135 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFConv2d[3]/conv2d_0" -> "136 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFBatchNorm[4]/batch_norm_0";
+"136 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/NNCFBatchNorm[4]/batch_norm_0" -> "137 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/relu__0";
 "137 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/relu__0" -> "138 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "138 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "140 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFConv2d[0]/conv2d_0";
 "138 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "186 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[1]/NNCFConv2d[loc]/conv2d_0";
 "138 MobileNetSSD/MultiOutputSequential[basenet]/Sequential[13]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "188 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[1]/NNCFConv2d[conf]/conv2d_0";
 "139 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "140 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFConv2d[0]/conv2d_0";
-"140 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFConv2d[0]/conv2d_0" -> "141 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/BatchNorm2d[1]/batch_norm_0";
-"141 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/BatchNorm2d[1]/batch_norm_0" -> "142 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/ReLU[2]/relu__0";
+"140 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFConv2d[0]/conv2d_0" -> "141 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFBatchNorm[1]/batch_norm_0";
+"141 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/NNCFBatchNorm[1]/batch_norm_0" -> "142 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/ReLU[2]/relu__0";
 "142 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/ReLU[2]/relu__0" -> "143 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "143 MobileNetSSD/MultiOutputSequential[extras]/Sequential[0]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "145 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFConv2d[0]/conv2d_0";
 "144 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "145 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFConv2d[0]/conv2d_0";
-"145 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFConv2d[0]/conv2d_0" -> "146 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/BatchNorm2d[1]/batch_norm_0";
-"146 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/BatchNorm2d[1]/batch_norm_0" -> "147 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/relu__0";
+"145 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFConv2d[0]/conv2d_0" -> "146 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFBatchNorm[1]/batch_norm_0";
+"146 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/NNCFBatchNorm[1]/batch_norm_0" -> "147 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/relu__0";
 "147 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/relu__0" -> "148 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "148 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "150 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFConv2d[0]/conv2d_0";
 "148 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "192 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[2]/NNCFConv2d[loc]/conv2d_0";
 "148 MobileNetSSD/MultiOutputSequential[extras]/Sequential[1]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "194 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[2]/NNCFConv2d[conf]/conv2d_0";
 "149 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "150 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFConv2d[0]/conv2d_0";
-"150 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFConv2d[0]/conv2d_0" -> "151 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/BatchNorm2d[1]/batch_norm_0";
-"151 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/BatchNorm2d[1]/batch_norm_0" -> "152 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/ReLU[2]/relu__0";
+"150 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFConv2d[0]/conv2d_0" -> "151 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFBatchNorm[1]/batch_norm_0";
+"151 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/NNCFBatchNorm[1]/batch_norm_0" -> "152 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/ReLU[2]/relu__0";
 "152 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/ReLU[2]/relu__0" -> "153 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "153 MobileNetSSD/MultiOutputSequential[extras]/Sequential[2]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "155 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFConv2d[0]/conv2d_0";
 "154 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "155 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFConv2d[0]/conv2d_0";
-"155 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/BatchNorm2d[1]/batch_norm_0";
-"156 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/BatchNorm2d[1]/batch_norm_0" -> "157 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/relu__0";
+"155 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFConv2d[0]/conv2d_0" -> "156 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFBatchNorm[1]/batch_norm_0";
+"156 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/NNCFBatchNorm[1]/batch_norm_0" -> "157 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/relu__0";
 "157 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/relu__0" -> "158 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "158 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "160 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFConv2d[0]/conv2d_0";
 "158 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "198 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[3]/NNCFConv2d[loc]/conv2d_0";
 "158 MobileNetSSD/MultiOutputSequential[extras]/Sequential[3]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "200 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[3]/NNCFConv2d[conf]/conv2d_0";
 "159 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "160 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFConv2d[0]/conv2d_0";
-"160 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/BatchNorm2d[1]/batch_norm_0";
-"161 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/BatchNorm2d[1]/batch_norm_0" -> "162 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/ReLU[2]/relu__0";
+"160 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFConv2d[0]/conv2d_0" -> "161 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFBatchNorm[1]/batch_norm_0";
+"161 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/NNCFBatchNorm[1]/batch_norm_0" -> "162 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/ReLU[2]/relu__0";
 "162 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/ReLU[2]/relu__0" -> "163 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "163 MobileNetSSD/MultiOutputSequential[extras]/Sequential[4]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "165 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFConv2d[0]/conv2d_0";
 "164 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "165 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFConv2d[0]/conv2d_0";
-"165 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFConv2d[0]/conv2d_0" -> "166 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/BatchNorm2d[1]/batch_norm_0";
-"166 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/BatchNorm2d[1]/batch_norm_0" -> "167 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/relu__0";
+"165 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFConv2d[0]/conv2d_0" -> "166 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFBatchNorm[1]/batch_norm_0";
+"166 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/NNCFBatchNorm[1]/batch_norm_0" -> "167 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/relu__0";
 "167 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/relu__0" -> "168 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "168 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "170 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFConv2d[0]/conv2d_0";
 "168 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "204 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[4]/NNCFConv2d[loc]/conv2d_0";
 "168 MobileNetSSD/MultiOutputSequential[extras]/Sequential[5]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "206 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[4]/NNCFConv2d[conf]/conv2d_0";
 "169 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "170 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFConv2d[0]/conv2d_0";
-"170 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFConv2d[0]/conv2d_0" -> "171 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/BatchNorm2d[1]/batch_norm_0";
-"171 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/BatchNorm2d[1]/batch_norm_0" -> "172 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/ReLU[2]/relu__0";
+"170 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFConv2d[0]/conv2d_0" -> "171 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFBatchNorm[1]/batch_norm_0";
+"171 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/NNCFBatchNorm[1]/batch_norm_0" -> "172 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/ReLU[2]/relu__0";
 "172 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/ReLU[2]/relu__0" -> "173 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "173 MobileNetSSD/MultiOutputSequential[extras]/Sequential[6]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "175 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFConv2d[0]/conv2d_0";
 "174 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "175 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFConv2d[0]/conv2d_0";
-"175 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFConv2d[0]/conv2d_0" -> "176 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/BatchNorm2d[1]/batch_norm_0";
-"176 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/BatchNorm2d[1]/batch_norm_0" -> "177 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/relu__0";
+"175 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFConv2d[0]/conv2d_0" -> "176 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFBatchNorm[1]/batch_norm_0";
+"176 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/NNCFBatchNorm[1]/batch_norm_0" -> "177 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/relu__0";
 "177 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/relu__0" -> "178 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "178 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "210 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[5]/NNCFConv2d[loc]/conv2d_0";
 "178 MobileNetSSD/MultiOutputSequential[extras]/Sequential[7]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "212 MobileNetSSD/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[5]/NNCFConv2d[conf]/conv2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/ssd_vgg.dot b/tests/torch/data/reference_graphs/quantized/symmetric/ssd_vgg.dot
index e82df02cb1d..9ea79cb1071 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/ssd_vgg.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/ssd_vgg.dot
@@ -5,82 +5,82 @@ strict digraph  {
 "3 SSD_VGG/unsqueeze_0" [id=3, type=unsqueeze];
 "4 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=4, type=symmetric_quantize];
 "5 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[0]/conv2d_0" [id=5, type=conv2d];
-"6 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[1]/batch_norm_0" [id=6, type=batch_norm];
+"6 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[1]/batch_norm_0" [id=6, type=batch_norm];
 "7 SSD_VGG/MultiOutputSequential[basenet]/ReLU[2]/relu__0" [id=7, type=relu_];
 "8 SSD_VGG/MultiOutputSequential[basenet]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=8, type=symmetric_quantize];
 "9 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=9, type=symmetric_quantize];
 "10 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[3]/conv2d_0" [id=10, type=conv2d];
-"11 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[4]/batch_norm_0" [id=11, type=batch_norm];
+"11 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[4]/batch_norm_0" [id=11, type=batch_norm];
 "12 SSD_VGG/MultiOutputSequential[basenet]/ReLU[5]/relu__0" [id=12, type=relu_];
 "13 SSD_VGG/MultiOutputSequential[basenet]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=13, type=symmetric_quantize];
 "14 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[6]/max_pool2d_0" [id=14, type=max_pool2d];
 "15 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[7]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=15, type=symmetric_quantize];
 "16 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[7]/conv2d_0" [id=16, type=conv2d];
-"17 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[8]/batch_norm_0" [id=17, type=batch_norm];
+"17 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[8]/batch_norm_0" [id=17, type=batch_norm];
 "18 SSD_VGG/MultiOutputSequential[basenet]/ReLU[9]/relu__0" [id=18, type=relu_];
 "19 SSD_VGG/MultiOutputSequential[basenet]/ReLU[9]/SymmetricQuantizer/symmetric_quantize_0" [id=19, type=symmetric_quantize];
 "20 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[10]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=20, type=symmetric_quantize];
 "21 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[10]/conv2d_0" [id=21, type=conv2d];
-"22 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[11]/batch_norm_0" [id=22, type=batch_norm];
+"22 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[11]/batch_norm_0" [id=22, type=batch_norm];
 "23 SSD_VGG/MultiOutputSequential[basenet]/ReLU[12]/relu__0" [id=23, type=relu_];
 "24 SSD_VGG/MultiOutputSequential[basenet]/ReLU[12]/SymmetricQuantizer/symmetric_quantize_0" [id=24, type=symmetric_quantize];
 "25 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[13]/max_pool2d_0" [id=25, type=max_pool2d];
 "26 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[14]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=26, type=symmetric_quantize];
 "27 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[14]/conv2d_0" [id=27, type=conv2d];
-"28 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[15]/batch_norm_0" [id=28, type=batch_norm];
+"28 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[15]/batch_norm_0" [id=28, type=batch_norm];
 "29 SSD_VGG/MultiOutputSequential[basenet]/ReLU[16]/relu__0" [id=29, type=relu_];
 "30 SSD_VGG/MultiOutputSequential[basenet]/ReLU[16]/SymmetricQuantizer/symmetric_quantize_0" [id=30, type=symmetric_quantize];
 "31 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[17]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=31, type=symmetric_quantize];
 "32 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[17]/conv2d_0" [id=32, type=conv2d];
-"33 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[18]/batch_norm_0" [id=33, type=batch_norm];
+"33 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[18]/batch_norm_0" [id=33, type=batch_norm];
 "34 SSD_VGG/MultiOutputSequential[basenet]/ReLU[19]/relu__0" [id=34, type=relu_];
 "35 SSD_VGG/MultiOutputSequential[basenet]/ReLU[19]/SymmetricQuantizer/symmetric_quantize_0" [id=35, type=symmetric_quantize];
 "36 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[20]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=36, type=symmetric_quantize];
 "37 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[20]/conv2d_0" [id=37, type=conv2d];
-"38 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[21]/batch_norm_0" [id=38, type=batch_norm];
+"38 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[21]/batch_norm_0" [id=38, type=batch_norm];
 "39 SSD_VGG/MultiOutputSequential[basenet]/ReLU[22]/relu__0" [id=39, type=relu_];
 "40 SSD_VGG/MultiOutputSequential[basenet]/ReLU[22]/SymmetricQuantizer/symmetric_quantize_0" [id=40, type=symmetric_quantize];
 "41 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[23]/max_pool2d_0" [id=41, type=max_pool2d];
 "42 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[24]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=42, type=symmetric_quantize];
 "43 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[24]/conv2d_0" [id=43, type=conv2d];
-"44 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[25]/batch_norm_0" [id=44, type=batch_norm];
+"44 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[25]/batch_norm_0" [id=44, type=batch_norm];
 "45 SSD_VGG/MultiOutputSequential[basenet]/ReLU[26]/relu__0" [id=45, type=relu_];
 "46 SSD_VGG/MultiOutputSequential[basenet]/ReLU[26]/SymmetricQuantizer/symmetric_quantize_0" [id=46, type=symmetric_quantize];
 "47 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[27]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=47, type=symmetric_quantize];
 "48 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[27]/conv2d_0" [id=48, type=conv2d];
-"49 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[28]/batch_norm_0" [id=49, type=batch_norm];
+"49 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[28]/batch_norm_0" [id=49, type=batch_norm];
 "50 SSD_VGG/MultiOutputSequential[basenet]/ReLU[29]/relu__0" [id=50, type=relu_];
 "51 SSD_VGG/MultiOutputSequential[basenet]/ReLU[29]/SymmetricQuantizer/symmetric_quantize_0" [id=51, type=symmetric_quantize];
 "52 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[30]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=52, type=symmetric_quantize];
 "53 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[30]/conv2d_0" [id=53, type=conv2d];
-"54 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[31]/batch_norm_0" [id=54, type=batch_norm];
+"54 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[31]/batch_norm_0" [id=54, type=batch_norm];
 "55 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/relu__0" [id=55, type=relu_];
 "56 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/SymmetricQuantizer/symmetric_quantize_0" [id=56, type=symmetric_quantize];
 "57 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[33]/max_pool2d_0" [id=57, type=max_pool2d];
 "58 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[34]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=58, type=symmetric_quantize];
 "59 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[34]/conv2d_0" [id=59, type=conv2d];
-"60 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[35]/batch_norm_0" [id=60, type=batch_norm];
+"60 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[35]/batch_norm_0" [id=60, type=batch_norm];
 "61 SSD_VGG/MultiOutputSequential[basenet]/ReLU[36]/relu__0" [id=61, type=relu_];
 "62 SSD_VGG/MultiOutputSequential[basenet]/ReLU[36]/SymmetricQuantizer/symmetric_quantize_0" [id=62, type=symmetric_quantize];
 "63 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[37]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=63, type=symmetric_quantize];
 "64 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[37]/conv2d_0" [id=64, type=conv2d];
-"65 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[38]/batch_norm_0" [id=65, type=batch_norm];
+"65 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[38]/batch_norm_0" [id=65, type=batch_norm];
 "66 SSD_VGG/MultiOutputSequential[basenet]/ReLU[39]/relu__0" [id=66, type=relu_];
 "67 SSD_VGG/MultiOutputSequential[basenet]/ReLU[39]/SymmetricQuantizer/symmetric_quantize_0" [id=67, type=symmetric_quantize];
 "68 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[40]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=68, type=symmetric_quantize];
 "69 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[40]/conv2d_0" [id=69, type=conv2d];
-"70 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[41]/batch_norm_0" [id=70, type=batch_norm];
+"70 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[41]/batch_norm_0" [id=70, type=batch_norm];
 "71 SSD_VGG/MultiOutputSequential[basenet]/ReLU[42]/relu__0" [id=71, type=relu_];
 "72 SSD_VGG/MultiOutputSequential[basenet]/ReLU[42]/SymmetricQuantizer/symmetric_quantize_0" [id=72, type=symmetric_quantize];
 "73 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[43]/max_pool2d_0" [id=73, type=max_pool2d];
 "74 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[44]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=74, type=symmetric_quantize];
 "75 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[44]/conv2d_0" [id=75, type=conv2d];
-"76 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[45]/batch_norm_0" [id=76, type=batch_norm];
+"76 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[45]/batch_norm_0" [id=76, type=batch_norm];
 "77 SSD_VGG/MultiOutputSequential[basenet]/ReLU[46]/relu__0" [id=77, type=relu_];
 "78 SSD_VGG/MultiOutputSequential[basenet]/ReLU[46]/SymmetricQuantizer/symmetric_quantize_0" [id=78, type=symmetric_quantize];
 "79 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[47]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=79, type=symmetric_quantize];
 "80 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[47]/conv2d_0" [id=80, type=conv2d];
-"81 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[48]/batch_norm_0" [id=81, type=batch_norm];
+"81 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[48]/batch_norm_0" [id=81, type=batch_norm];
 "82 SSD_VGG/MultiOutputSequential[basenet]/ReLU[49]/relu__0" [id=82, type=relu_];
 "83 SSD_VGG/MultiOutputSequential[basenet]/ReLU[49]/SymmetricQuantizer/symmetric_quantize_0" [id=83, type=symmetric_quantize];
 "84 SSD_VGG/NNCFUserL2Norm[L2Norm]/div_0" [id=84, type=div];
@@ -89,42 +89,42 @@ strict digraph  {
 "87 SSD_VGG/NNCFUserL2Norm[L2Norm]/SymmetricQuantizer/symmetric_quantize_1" [id=87, type=symmetric_quantize];
 "88 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=88, type=symmetric_quantize];
 "89 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[0]/conv2d_0" [id=89, type=conv2d];
-"90 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[1]/batch_norm_0" [id=90, type=batch_norm];
+"90 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[1]/batch_norm_0" [id=90, type=batch_norm];
 "91 SSD_VGG/MultiOutputSequential[extras]/ReLU[2]/relu__0" [id=91, type=relu_];
 "92 SSD_VGG/MultiOutputSequential[extras]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=92, type=symmetric_quantize];
 "93 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=93, type=symmetric_quantize];
 "94 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[3]/conv2d_0" [id=94, type=conv2d];
-"95 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[4]/batch_norm_0" [id=95, type=batch_norm];
+"95 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[4]/batch_norm_0" [id=95, type=batch_norm];
 "96 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/relu__0" [id=96, type=relu_];
 "97 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=97, type=symmetric_quantize];
 "98 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=98, type=symmetric_quantize];
 "99 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[6]/conv2d_0" [id=99, type=conv2d];
-"100 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[7]/batch_norm_0" [id=100, type=batch_norm];
+"100 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[7]/batch_norm_0" [id=100, type=batch_norm];
 "101 SSD_VGG/MultiOutputSequential[extras]/ReLU[8]/relu__0" [id=101, type=relu_];
 "102 SSD_VGG/MultiOutputSequential[extras]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" [id=102, type=symmetric_quantize];
 "103 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[9]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=103, type=symmetric_quantize];
 "104 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[9]/conv2d_0" [id=104, type=conv2d];
-"105 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[10]/batch_norm_0" [id=105, type=batch_norm];
+"105 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[10]/batch_norm_0" [id=105, type=batch_norm];
 "106 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/relu__0" [id=106, type=relu_];
 "107 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/SymmetricQuantizer/symmetric_quantize_0" [id=107, type=symmetric_quantize];
 "108 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[12]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=108, type=symmetric_quantize];
 "109 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[12]/conv2d_0" [id=109, type=conv2d];
-"110 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[13]/batch_norm_0" [id=110, type=batch_norm];
+"110 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[13]/batch_norm_0" [id=110, type=batch_norm];
 "111 SSD_VGG/MultiOutputSequential[extras]/ReLU[14]/relu__0" [id=111, type=relu_];
 "112 SSD_VGG/MultiOutputSequential[extras]/ReLU[14]/SymmetricQuantizer/symmetric_quantize_0" [id=112, type=symmetric_quantize];
 "113 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[15]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=113, type=symmetric_quantize];
 "114 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[15]/conv2d_0" [id=114, type=conv2d];
-"115 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[16]/batch_norm_0" [id=115, type=batch_norm];
+"115 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[16]/batch_norm_0" [id=115, type=batch_norm];
 "116 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/relu__0" [id=116, type=relu_];
 "117 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/SymmetricQuantizer/symmetric_quantize_0" [id=117, type=symmetric_quantize];
 "118 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[18]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=118, type=symmetric_quantize];
 "119 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[18]/conv2d_0" [id=119, type=conv2d];
-"120 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[19]/batch_norm_0" [id=120, type=batch_norm];
+"120 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[19]/batch_norm_0" [id=120, type=batch_norm];
 "121 SSD_VGG/MultiOutputSequential[extras]/ReLU[20]/relu__0" [id=121, type=relu_];
 "122 SSD_VGG/MultiOutputSequential[extras]/ReLU[20]/SymmetricQuantizer/symmetric_quantize_0" [id=122, type=symmetric_quantize];
 "123 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[21]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=123, type=symmetric_quantize];
 "124 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[21]/conv2d_0" [id=124, type=conv2d];
-"125 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[22]/batch_norm_0" [id=125, type=batch_norm];
+"125 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[22]/batch_norm_0" [id=125, type=batch_norm];
 "126 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/relu__0" [id=126, type=relu_];
 "127 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/SymmetricQuantizer/symmetric_quantize_0" [id=127, type=symmetric_quantize];
 "128 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[0]/NNCFConv2d[loc]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=128, type=symmetric_quantize];
@@ -188,97 +188,97 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "5 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[0]/conv2d_0";
 "2 SSD_VGG/__getitem___0" -> "3 SSD_VGG/unsqueeze_0";
 "4 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "5 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[0]/conv2d_0";
-"5 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[0]/conv2d_0" -> "6 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[1]/batch_norm_0";
-"6 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[1]/batch_norm_0" -> "7 SSD_VGG/MultiOutputSequential[basenet]/ReLU[2]/relu__0";
+"5 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[0]/conv2d_0" -> "6 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[1]/batch_norm_0";
+"6 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[1]/batch_norm_0" -> "7 SSD_VGG/MultiOutputSequential[basenet]/ReLU[2]/relu__0";
 "7 SSD_VGG/MultiOutputSequential[basenet]/ReLU[2]/relu__0" -> "8 SSD_VGG/MultiOutputSequential[basenet]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "8 SSD_VGG/MultiOutputSequential[basenet]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "10 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[3]/conv2d_0";
 "9 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "10 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[3]/conv2d_0";
-"10 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[3]/conv2d_0" -> "11 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[4]/batch_norm_0";
-"11 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[4]/batch_norm_0" -> "12 SSD_VGG/MultiOutputSequential[basenet]/ReLU[5]/relu__0";
+"10 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[3]/conv2d_0" -> "11 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[4]/batch_norm_0";
+"11 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[4]/batch_norm_0" -> "12 SSD_VGG/MultiOutputSequential[basenet]/ReLU[5]/relu__0";
 "12 SSD_VGG/MultiOutputSequential[basenet]/ReLU[5]/relu__0" -> "13 SSD_VGG/MultiOutputSequential[basenet]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "13 SSD_VGG/MultiOutputSequential[basenet]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "14 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[6]/max_pool2d_0";
 "14 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[6]/max_pool2d_0" -> "16 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[7]/conv2d_0";
 "15 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[7]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "16 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[7]/conv2d_0";
-"16 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[7]/conv2d_0" -> "17 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[8]/batch_norm_0";
-"17 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[8]/batch_norm_0" -> "18 SSD_VGG/MultiOutputSequential[basenet]/ReLU[9]/relu__0";
+"16 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[7]/conv2d_0" -> "17 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[8]/batch_norm_0";
+"17 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[8]/batch_norm_0" -> "18 SSD_VGG/MultiOutputSequential[basenet]/ReLU[9]/relu__0";
 "18 SSD_VGG/MultiOutputSequential[basenet]/ReLU[9]/relu__0" -> "19 SSD_VGG/MultiOutputSequential[basenet]/ReLU[9]/SymmetricQuantizer/symmetric_quantize_0";
 "19 SSD_VGG/MultiOutputSequential[basenet]/ReLU[9]/SymmetricQuantizer/symmetric_quantize_0" -> "21 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[10]/conv2d_0";
 "20 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[10]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "21 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[10]/conv2d_0";
-"21 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[10]/conv2d_0" -> "22 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[11]/batch_norm_0";
-"22 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[11]/batch_norm_0" -> "23 SSD_VGG/MultiOutputSequential[basenet]/ReLU[12]/relu__0";
+"21 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[10]/conv2d_0" -> "22 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[11]/batch_norm_0";
+"22 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[11]/batch_norm_0" -> "23 SSD_VGG/MultiOutputSequential[basenet]/ReLU[12]/relu__0";
 "23 SSD_VGG/MultiOutputSequential[basenet]/ReLU[12]/relu__0" -> "24 SSD_VGG/MultiOutputSequential[basenet]/ReLU[12]/SymmetricQuantizer/symmetric_quantize_0";
 "24 SSD_VGG/MultiOutputSequential[basenet]/ReLU[12]/SymmetricQuantizer/symmetric_quantize_0" -> "25 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[13]/max_pool2d_0";
 "25 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[13]/max_pool2d_0" -> "27 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[14]/conv2d_0";
 "26 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[14]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "27 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[14]/conv2d_0";
-"27 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[14]/conv2d_0" -> "28 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[15]/batch_norm_0";
-"28 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[15]/batch_norm_0" -> "29 SSD_VGG/MultiOutputSequential[basenet]/ReLU[16]/relu__0";
+"27 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[14]/conv2d_0" -> "28 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[15]/batch_norm_0";
+"28 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[15]/batch_norm_0" -> "29 SSD_VGG/MultiOutputSequential[basenet]/ReLU[16]/relu__0";
 "29 SSD_VGG/MultiOutputSequential[basenet]/ReLU[16]/relu__0" -> "30 SSD_VGG/MultiOutputSequential[basenet]/ReLU[16]/SymmetricQuantizer/symmetric_quantize_0";
 "30 SSD_VGG/MultiOutputSequential[basenet]/ReLU[16]/SymmetricQuantizer/symmetric_quantize_0" -> "32 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[17]/conv2d_0";
 "31 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[17]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "32 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[17]/conv2d_0";
-"32 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[17]/conv2d_0" -> "33 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[18]/batch_norm_0";
-"33 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[18]/batch_norm_0" -> "34 SSD_VGG/MultiOutputSequential[basenet]/ReLU[19]/relu__0";
+"32 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[17]/conv2d_0" -> "33 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[18]/batch_norm_0";
+"33 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[18]/batch_norm_0" -> "34 SSD_VGG/MultiOutputSequential[basenet]/ReLU[19]/relu__0";
 "34 SSD_VGG/MultiOutputSequential[basenet]/ReLU[19]/relu__0" -> "35 SSD_VGG/MultiOutputSequential[basenet]/ReLU[19]/SymmetricQuantizer/symmetric_quantize_0";
 "35 SSD_VGG/MultiOutputSequential[basenet]/ReLU[19]/SymmetricQuantizer/symmetric_quantize_0" -> "37 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[20]/conv2d_0";
 "36 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[20]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "37 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[20]/conv2d_0";
-"37 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[20]/conv2d_0" -> "38 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[21]/batch_norm_0";
-"38 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[21]/batch_norm_0" -> "39 SSD_VGG/MultiOutputSequential[basenet]/ReLU[22]/relu__0";
+"37 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[20]/conv2d_0" -> "38 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[21]/batch_norm_0";
+"38 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[21]/batch_norm_0" -> "39 SSD_VGG/MultiOutputSequential[basenet]/ReLU[22]/relu__0";
 "39 SSD_VGG/MultiOutputSequential[basenet]/ReLU[22]/relu__0" -> "40 SSD_VGG/MultiOutputSequential[basenet]/ReLU[22]/SymmetricQuantizer/symmetric_quantize_0";
 "40 SSD_VGG/MultiOutputSequential[basenet]/ReLU[22]/SymmetricQuantizer/symmetric_quantize_0" -> "41 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[23]/max_pool2d_0";
 "41 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[23]/max_pool2d_0" -> "43 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[24]/conv2d_0";
 "42 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[24]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "43 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[24]/conv2d_0";
-"43 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[24]/conv2d_0" -> "44 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[25]/batch_norm_0";
-"44 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[25]/batch_norm_0" -> "45 SSD_VGG/MultiOutputSequential[basenet]/ReLU[26]/relu__0";
+"43 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[24]/conv2d_0" -> "44 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[25]/batch_norm_0";
+"44 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[25]/batch_norm_0" -> "45 SSD_VGG/MultiOutputSequential[basenet]/ReLU[26]/relu__0";
 "45 SSD_VGG/MultiOutputSequential[basenet]/ReLU[26]/relu__0" -> "46 SSD_VGG/MultiOutputSequential[basenet]/ReLU[26]/SymmetricQuantizer/symmetric_quantize_0";
 "46 SSD_VGG/MultiOutputSequential[basenet]/ReLU[26]/SymmetricQuantizer/symmetric_quantize_0" -> "48 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[27]/conv2d_0";
 "47 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[27]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "48 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[27]/conv2d_0";
-"48 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[27]/conv2d_0" -> "49 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[28]/batch_norm_0";
-"49 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[28]/batch_norm_0" -> "50 SSD_VGG/MultiOutputSequential[basenet]/ReLU[29]/relu__0";
+"48 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[27]/conv2d_0" -> "49 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[28]/batch_norm_0";
+"49 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[28]/batch_norm_0" -> "50 SSD_VGG/MultiOutputSequential[basenet]/ReLU[29]/relu__0";
 "50 SSD_VGG/MultiOutputSequential[basenet]/ReLU[29]/relu__0" -> "51 SSD_VGG/MultiOutputSequential[basenet]/ReLU[29]/SymmetricQuantizer/symmetric_quantize_0";
 "51 SSD_VGG/MultiOutputSequential[basenet]/ReLU[29]/SymmetricQuantizer/symmetric_quantize_0" -> "53 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[30]/conv2d_0";
 "52 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[30]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "53 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[30]/conv2d_0";
-"53 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[30]/conv2d_0" -> "54 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[31]/batch_norm_0";
-"54 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[31]/batch_norm_0" -> "55 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/relu__0";
+"53 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[30]/conv2d_0" -> "54 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[31]/batch_norm_0";
+"54 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[31]/batch_norm_0" -> "55 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/relu__0";
 "55 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/relu__0" -> "56 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/SymmetricQuantizer/symmetric_quantize_0";
 "56 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/SymmetricQuantizer/symmetric_quantize_0" -> "57 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[33]/max_pool2d_0";
 "56 SSD_VGG/MultiOutputSequential[basenet]/ReLU[32]/SymmetricQuantizer/symmetric_quantize_0" -> "84 SSD_VGG/NNCFUserL2Norm[L2Norm]/div_0";
 "57 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[33]/max_pool2d_0" -> "59 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[34]/conv2d_0";
 "58 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[34]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "59 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[34]/conv2d_0";
-"59 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[34]/conv2d_0" -> "60 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[35]/batch_norm_0";
-"60 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[35]/batch_norm_0" -> "61 SSD_VGG/MultiOutputSequential[basenet]/ReLU[36]/relu__0";
+"59 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[34]/conv2d_0" -> "60 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[35]/batch_norm_0";
+"60 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[35]/batch_norm_0" -> "61 SSD_VGG/MultiOutputSequential[basenet]/ReLU[36]/relu__0";
 "61 SSD_VGG/MultiOutputSequential[basenet]/ReLU[36]/relu__0" -> "62 SSD_VGG/MultiOutputSequential[basenet]/ReLU[36]/SymmetricQuantizer/symmetric_quantize_0";
 "62 SSD_VGG/MultiOutputSequential[basenet]/ReLU[36]/SymmetricQuantizer/symmetric_quantize_0" -> "64 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[37]/conv2d_0";
 "63 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[37]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "64 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[37]/conv2d_0";
-"64 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[37]/conv2d_0" -> "65 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[38]/batch_norm_0";
-"65 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[38]/batch_norm_0" -> "66 SSD_VGG/MultiOutputSequential[basenet]/ReLU[39]/relu__0";
+"64 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[37]/conv2d_0" -> "65 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[38]/batch_norm_0";
+"65 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[38]/batch_norm_0" -> "66 SSD_VGG/MultiOutputSequential[basenet]/ReLU[39]/relu__0";
 "66 SSD_VGG/MultiOutputSequential[basenet]/ReLU[39]/relu__0" -> "67 SSD_VGG/MultiOutputSequential[basenet]/ReLU[39]/SymmetricQuantizer/symmetric_quantize_0";
 "67 SSD_VGG/MultiOutputSequential[basenet]/ReLU[39]/SymmetricQuantizer/symmetric_quantize_0" -> "69 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[40]/conv2d_0";
 "68 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[40]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "69 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[40]/conv2d_0";
-"69 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[40]/conv2d_0" -> "70 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[41]/batch_norm_0";
-"70 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[41]/batch_norm_0" -> "71 SSD_VGG/MultiOutputSequential[basenet]/ReLU[42]/relu__0";
+"69 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[40]/conv2d_0" -> "70 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[41]/batch_norm_0";
+"70 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[41]/batch_norm_0" -> "71 SSD_VGG/MultiOutputSequential[basenet]/ReLU[42]/relu__0";
 "71 SSD_VGG/MultiOutputSequential[basenet]/ReLU[42]/relu__0" -> "72 SSD_VGG/MultiOutputSequential[basenet]/ReLU[42]/SymmetricQuantizer/symmetric_quantize_0";
 "72 SSD_VGG/MultiOutputSequential[basenet]/ReLU[42]/SymmetricQuantizer/symmetric_quantize_0" -> "73 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[43]/max_pool2d_0";
 "73 SSD_VGG/MultiOutputSequential[basenet]/MaxPool2d[43]/max_pool2d_0" -> "75 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[44]/conv2d_0";
 "74 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[44]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "75 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[44]/conv2d_0";
-"75 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[44]/conv2d_0" -> "76 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[45]/batch_norm_0";
-"76 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[45]/batch_norm_0" -> "77 SSD_VGG/MultiOutputSequential[basenet]/ReLU[46]/relu__0";
+"75 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[44]/conv2d_0" -> "76 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[45]/batch_norm_0";
+"76 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[45]/batch_norm_0" -> "77 SSD_VGG/MultiOutputSequential[basenet]/ReLU[46]/relu__0";
 "77 SSD_VGG/MultiOutputSequential[basenet]/ReLU[46]/relu__0" -> "78 SSD_VGG/MultiOutputSequential[basenet]/ReLU[46]/SymmetricQuantizer/symmetric_quantize_0";
 "78 SSD_VGG/MultiOutputSequential[basenet]/ReLU[46]/SymmetricQuantizer/symmetric_quantize_0" -> "80 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[47]/conv2d_0";
 "79 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[47]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "80 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[47]/conv2d_0";
-"80 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[47]/conv2d_0" -> "81 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[48]/batch_norm_0";
-"81 SSD_VGG/MultiOutputSequential[basenet]/BatchNorm2d[48]/batch_norm_0" -> "82 SSD_VGG/MultiOutputSequential[basenet]/ReLU[49]/relu__0";
+"80 SSD_VGG/MultiOutputSequential[basenet]/NNCFConv2d[47]/conv2d_0" -> "81 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[48]/batch_norm_0";
+"81 SSD_VGG/MultiOutputSequential[basenet]/NNCFBatchNorm[48]/batch_norm_0" -> "82 SSD_VGG/MultiOutputSequential[basenet]/ReLU[49]/relu__0";
 "82 SSD_VGG/MultiOutputSequential[basenet]/ReLU[49]/relu__0" -> "83 SSD_VGG/MultiOutputSequential[basenet]/ReLU[49]/SymmetricQuantizer/symmetric_quantize_0";
 "83 SSD_VGG/MultiOutputSequential[basenet]/ReLU[49]/SymmetricQuantizer/symmetric_quantize_0" -> "89 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[0]/conv2d_0";
 "84 SSD_VGG/NNCFUserL2Norm[L2Norm]/div_0" -> "85 SSD_VGG/NNCFUserL2Norm[L2Norm]/SymmetricQuantizer/symmetric_quantize_0";
 "85 SSD_VGG/NNCFUserL2Norm[L2Norm]/SymmetricQuantizer/symmetric_quantize_0" -> "86 SSD_VGG/NNCFUserL2Norm[L2Norm]/__rmul___0";
 "86 SSD_VGG/NNCFUserL2Norm[L2Norm]/__rmul___0" -> "87 SSD_VGG/NNCFUserL2Norm[L2Norm]/SymmetricQuantizer/symmetric_quantize_1";
 "88 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "89 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[0]/conv2d_0";
-"89 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[0]/conv2d_0" -> "90 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[1]/batch_norm_0";
-"90 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[1]/batch_norm_0" -> "91 SSD_VGG/MultiOutputSequential[extras]/ReLU[2]/relu__0";
+"89 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[0]/conv2d_0" -> "90 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[1]/batch_norm_0";
+"90 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[1]/batch_norm_0" -> "91 SSD_VGG/MultiOutputSequential[extras]/ReLU[2]/relu__0";
 "91 SSD_VGG/MultiOutputSequential[extras]/ReLU[2]/relu__0" -> "92 SSD_VGG/MultiOutputSequential[extras]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "92 SSD_VGG/MultiOutputSequential[extras]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "94 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[3]/conv2d_0";
 "93 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "94 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[3]/conv2d_0";
-"94 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[3]/conv2d_0" -> "95 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[4]/batch_norm_0";
-"95 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[4]/batch_norm_0" -> "96 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/relu__0";
+"94 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[3]/conv2d_0" -> "95 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[4]/batch_norm_0";
+"95 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[4]/batch_norm_0" -> "96 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/relu__0";
 "96 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/relu__0" -> "97 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "97 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "99 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[6]/conv2d_0";
 "98 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[6]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "99 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[6]/conv2d_0";
@@ -288,37 +288,37 @@ strict digraph  {
 "87 SSD_VGG/NNCFUserL2Norm[L2Norm]/SymmetricQuantizer/symmetric_quantize_1" -> "131 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[0]/NNCFConv2d[conf]/conv2d_0";
 "97 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "141 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[2]/NNCFConv2d[loc]/conv2d_0";
 "97 SSD_VGG/MultiOutputSequential[extras]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "143 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[2]/NNCFConv2d[conf]/conv2d_0";
-"99 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[6]/conv2d_0" -> "100 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[7]/batch_norm_0";
-"100 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[7]/batch_norm_0" -> "101 SSD_VGG/MultiOutputSequential[extras]/ReLU[8]/relu__0";
+"99 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[6]/conv2d_0" -> "100 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[7]/batch_norm_0";
+"100 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[7]/batch_norm_0" -> "101 SSD_VGG/MultiOutputSequential[extras]/ReLU[8]/relu__0";
 "101 SSD_VGG/MultiOutputSequential[extras]/ReLU[8]/relu__0" -> "102 SSD_VGG/MultiOutputSequential[extras]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0";
 "102 SSD_VGG/MultiOutputSequential[extras]/ReLU[8]/SymmetricQuantizer/symmetric_quantize_0" -> "104 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[9]/conv2d_0";
 "103 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[9]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "104 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[9]/conv2d_0";
-"104 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[9]/conv2d_0" -> "105 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[10]/batch_norm_0";
-"105 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[10]/batch_norm_0" -> "106 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/relu__0";
+"104 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[9]/conv2d_0" -> "105 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[10]/batch_norm_0";
+"105 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[10]/batch_norm_0" -> "106 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/relu__0";
 "106 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/relu__0" -> "107 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/SymmetricQuantizer/symmetric_quantize_0";
 "107 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/SymmetricQuantizer/symmetric_quantize_0" -> "109 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[12]/conv2d_0";
 "107 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/SymmetricQuantizer/symmetric_quantize_0" -> "147 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[3]/NNCFConv2d[loc]/conv2d_0";
 "107 SSD_VGG/MultiOutputSequential[extras]/ReLU[11]/SymmetricQuantizer/symmetric_quantize_0" -> "149 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[3]/NNCFConv2d[conf]/conv2d_0";
 "108 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[12]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "109 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[12]/conv2d_0";
-"109 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[12]/conv2d_0" -> "110 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[13]/batch_norm_0";
-"110 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[13]/batch_norm_0" -> "111 SSD_VGG/MultiOutputSequential[extras]/ReLU[14]/relu__0";
+"109 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[12]/conv2d_0" -> "110 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[13]/batch_norm_0";
+"110 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[13]/batch_norm_0" -> "111 SSD_VGG/MultiOutputSequential[extras]/ReLU[14]/relu__0";
 "111 SSD_VGG/MultiOutputSequential[extras]/ReLU[14]/relu__0" -> "112 SSD_VGG/MultiOutputSequential[extras]/ReLU[14]/SymmetricQuantizer/symmetric_quantize_0";
 "112 SSD_VGG/MultiOutputSequential[extras]/ReLU[14]/SymmetricQuantizer/symmetric_quantize_0" -> "114 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[15]/conv2d_0";
 "113 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[15]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "114 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[15]/conv2d_0";
-"114 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[15]/conv2d_0" -> "115 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[16]/batch_norm_0";
-"115 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[16]/batch_norm_0" -> "116 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/relu__0";
+"114 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[15]/conv2d_0" -> "115 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[16]/batch_norm_0";
+"115 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[16]/batch_norm_0" -> "116 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/relu__0";
 "116 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/relu__0" -> "117 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/SymmetricQuantizer/symmetric_quantize_0";
 "117 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/SymmetricQuantizer/symmetric_quantize_0" -> "119 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[18]/conv2d_0";
 "117 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/SymmetricQuantizer/symmetric_quantize_0" -> "153 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[4]/NNCFConv2d[loc]/conv2d_0";
 "117 SSD_VGG/MultiOutputSequential[extras]/ReLU[17]/SymmetricQuantizer/symmetric_quantize_0" -> "155 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[4]/NNCFConv2d[conf]/conv2d_0";
 "118 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[18]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "119 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[18]/conv2d_0";
-"119 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[18]/conv2d_0" -> "120 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[19]/batch_norm_0";
-"120 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[19]/batch_norm_0" -> "121 SSD_VGG/MultiOutputSequential[extras]/ReLU[20]/relu__0";
+"119 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[18]/conv2d_0" -> "120 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[19]/batch_norm_0";
+"120 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[19]/batch_norm_0" -> "121 SSD_VGG/MultiOutputSequential[extras]/ReLU[20]/relu__0";
 "121 SSD_VGG/MultiOutputSequential[extras]/ReLU[20]/relu__0" -> "122 SSD_VGG/MultiOutputSequential[extras]/ReLU[20]/SymmetricQuantizer/symmetric_quantize_0";
 "122 SSD_VGG/MultiOutputSequential[extras]/ReLU[20]/SymmetricQuantizer/symmetric_quantize_0" -> "124 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[21]/conv2d_0";
 "123 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[21]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "124 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[21]/conv2d_0";
-"124 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[21]/conv2d_0" -> "125 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[22]/batch_norm_0";
-"125 SSD_VGG/MultiOutputSequential[extras]/BatchNorm2d[22]/batch_norm_0" -> "126 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/relu__0";
+"124 SSD_VGG/MultiOutputSequential[extras]/NNCFConv2d[21]/conv2d_0" -> "125 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[22]/batch_norm_0";
+"125 SSD_VGG/MultiOutputSequential[extras]/NNCFBatchNorm[22]/batch_norm_0" -> "126 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/relu__0";
 "126 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/relu__0" -> "127 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/SymmetricQuantizer/symmetric_quantize_0";
 "127 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/SymmetricQuantizer/symmetric_quantize_0" -> "159 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[5]/NNCFConv2d[loc]/conv2d_0";
 "127 SSD_VGG/MultiOutputSequential[extras]/ReLU[23]/SymmetricQuantizer/symmetric_quantize_0" -> "161 SSD_VGG/SSDDetectionOutput[detection_head]/ModuleList[heads]/SSDHead[5]/NNCFConv2d[conf]/conv2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/unet.dot b/tests/torch/data/reference_graphs/quantized/symmetric/unet.dot
index 16bd1e81f97..87e867953c8 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/unet.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/unet.dot
@@ -3,56 +3,56 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=3, type=conv2d];
-"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=4, type=batch_norm];
+"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=4, type=batch_norm];
 "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0" [id=5, type=relu];
 "6 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=6, type=symmetric_quantize];
 "7 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=7, type=symmetric_quantize];
 "8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=8, type=conv2d];
-"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=9, type=batch_norm];
+"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=9, type=batch_norm];
 "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0" [id=10, type=relu];
 "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=11, type=symmetric_quantize];
 "12 UNet/max_pool2d_0" [id=12, type=max_pool2d];
 "13 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=13, type=symmetric_quantize];
 "14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=14, type=conv2d];
-"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=15, type=batch_norm];
+"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=15, type=batch_norm];
 "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0" [id=16, type=relu];
 "17 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=17, type=symmetric_quantize];
 "18 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=18, type=symmetric_quantize];
 "19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=19, type=conv2d];
-"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=20, type=batch_norm];
+"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=20, type=batch_norm];
 "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0" [id=21, type=relu];
 "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=22, type=symmetric_quantize];
 "23 UNet/max_pool2d_1" [id=23, type=max_pool2d];
 "24 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=24, type=symmetric_quantize];
 "25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=25, type=conv2d];
-"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=26, type=batch_norm];
+"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=26, type=batch_norm];
 "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0" [id=27, type=relu];
 "28 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=28, type=symmetric_quantize];
 "29 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=29, type=symmetric_quantize];
 "30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=30, type=conv2d];
-"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=31, type=batch_norm];
+"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=31, type=batch_norm];
 "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0" [id=32, type=relu];
 "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=33, type=symmetric_quantize];
 "34 UNet/max_pool2d_2" [id=34, type=max_pool2d];
 "35 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=35, type=symmetric_quantize];
 "36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=36, type=conv2d];
-"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=37, type=batch_norm];
+"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=37, type=batch_norm];
 "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0" [id=38, type=relu];
 "39 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=39, type=symmetric_quantize];
 "40 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=40, type=symmetric_quantize];
 "41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=41, type=conv2d];
-"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=42, type=batch_norm];
+"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=42, type=batch_norm];
 "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0" [id=43, type=relu];
 "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=44, type=symmetric_quantize];
 "45 UNet/max_pool2d_3" [id=45, type=max_pool2d];
 "46 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=46, type=symmetric_quantize];
 "47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=47, type=conv2d];
-"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=48, type=batch_norm];
+"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=48, type=batch_norm];
 "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0" [id=49, type=relu];
 "50 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=50, type=symmetric_quantize];
 "51 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=51, type=symmetric_quantize];
 "52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=52, type=conv2d];
-"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=53, type=batch_norm];
+"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=53, type=batch_norm];
 "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0" [id=54, type=relu];
 "55 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=55, type=symmetric_quantize];
 "56 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=56, type=symmetric_quantize];
@@ -62,12 +62,12 @@ strict digraph  {
 "60 UNet/ModuleList[up_path]/UNetUpBlock[0]/cat_0" [id=60, type=cat];
 "61 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=61, type=symmetric_quantize];
 "62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=62, type=conv2d];
-"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=63, type=batch_norm];
+"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=63, type=batch_norm];
 "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=64, type=relu];
 "65 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=65, type=symmetric_quantize];
 "66 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=66, type=symmetric_quantize];
 "67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=67, type=conv2d];
-"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=68, type=batch_norm];
+"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=68, type=batch_norm];
 "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=69, type=relu];
 "70 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=70, type=symmetric_quantize];
 "71 UNet/ModuleList[up_path]/UNetUpBlock[1]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=71, type=symmetric_quantize];
@@ -77,12 +77,12 @@ strict digraph  {
 "75 UNet/ModuleList[up_path]/UNetUpBlock[1]/cat_0" [id=75, type=cat];
 "76 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=76, type=symmetric_quantize];
 "77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=77, type=conv2d];
-"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=78, type=batch_norm];
+"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=78, type=batch_norm];
 "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=79, type=relu];
 "80 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=80, type=symmetric_quantize];
 "81 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=81, type=symmetric_quantize];
 "82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=82, type=conv2d];
-"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=83, type=batch_norm];
+"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=83, type=batch_norm];
 "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=84, type=relu];
 "85 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=85, type=symmetric_quantize];
 "86 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=86, type=symmetric_quantize];
@@ -92,12 +92,12 @@ strict digraph  {
 "90 UNet/ModuleList[up_path]/UNetUpBlock[2]/cat_0" [id=90, type=cat];
 "91 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=91, type=symmetric_quantize];
 "92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=92, type=conv2d];
-"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=93, type=batch_norm];
+"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=93, type=batch_norm];
 "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=94, type=relu];
 "95 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=95, type=symmetric_quantize];
 "96 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=96, type=symmetric_quantize];
 "97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=97, type=conv2d];
-"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=98, type=batch_norm];
+"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=98, type=batch_norm];
 "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=99, type=relu];
 "100 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=100, type=symmetric_quantize];
 "101 UNet/ModuleList[up_path]/UNetUpBlock[3]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=101, type=symmetric_quantize];
@@ -107,12 +107,12 @@ strict digraph  {
 "105 UNet/ModuleList[up_path]/UNetUpBlock[3]/cat_0" [id=105, type=cat];
 "106 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=106, type=symmetric_quantize];
 "107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=107, type=conv2d];
-"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=108, type=batch_norm];
+"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=108, type=batch_norm];
 "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=109, type=relu];
 "110 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=110, type=symmetric_quantize];
 "111 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=111, type=symmetric_quantize];
 "112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=112, type=conv2d];
-"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=113, type=batch_norm];
+"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=113, type=batch_norm];
 "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=114, type=relu];
 "115 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=115, type=symmetric_quantize];
 "116 UNet/NNCFConv2d[last]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=116, type=symmetric_quantize];
@@ -121,60 +121,60 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "2 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0";
+"3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0";
 "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0" -> "6 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "6 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "7 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0";
+"8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0";
 "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0" -> "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "12 UNet/max_pool2d_0";
 "12 UNet/max_pool2d_0" -> "14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "13 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0";
+"14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0";
 "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0" -> "17 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "17 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "18 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0";
+"19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0";
 "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0" -> "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "23 UNet/max_pool2d_1";
 "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "89 UNet/ModuleList[up_path]/UNetUpBlock[2]/__getitem___0";
 "23 UNet/max_pool2d_1" -> "25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "24 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0";
+"25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0";
 "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0" -> "28 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "28 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "29 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0";
+"30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0";
 "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0" -> "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "34 UNet/max_pool2d_2";
 "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "74 UNet/ModuleList[up_path]/UNetUpBlock[1]/__getitem___0";
 "34 UNet/max_pool2d_2" -> "36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "35 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0";
+"36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0";
 "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0" -> "39 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "39 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "40 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0";
+"41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0";
 "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0" -> "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "45 UNet/max_pool2d_3";
 "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "59 UNet/ModuleList[up_path]/UNetUpBlock[0]/__getitem___0";
 "45 UNet/max_pool2d_3" -> "47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "46 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0";
+"47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0";
 "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0" -> "50 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "50 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "51 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0";
+"52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0";
 "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0" -> "55 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "55 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "57 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
 "56 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -183,13 +183,13 @@ strict digraph  {
 "59 UNet/ModuleList[up_path]/UNetUpBlock[0]/__getitem___0" -> "60 UNet/ModuleList[up_path]/UNetUpBlock[0]/cat_0";
 "60 UNet/ModuleList[up_path]/UNetUpBlock[0]/cat_0" -> "62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "61 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "65 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "65 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "66 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "70 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "70 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "72 UNet/ModuleList[up_path]/UNetUpBlock[1]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
 "71 UNet/ModuleList[up_path]/UNetUpBlock[1]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "72 UNet/ModuleList[up_path]/UNetUpBlock[1]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -198,13 +198,13 @@ strict digraph  {
 "74 UNet/ModuleList[up_path]/UNetUpBlock[1]/__getitem___0" -> "75 UNet/ModuleList[up_path]/UNetUpBlock[1]/cat_0";
 "75 UNet/ModuleList[up_path]/UNetUpBlock[1]/cat_0" -> "77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "76 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "80 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "80 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "81 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "85 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "85 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "87 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
 "86 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -213,13 +213,13 @@ strict digraph  {
 "89 UNet/ModuleList[up_path]/UNetUpBlock[2]/__getitem___0" -> "90 UNet/ModuleList[up_path]/UNetUpBlock[2]/cat_0";
 "90 UNet/ModuleList[up_path]/UNetUpBlock[2]/cat_0" -> "92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "91 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "95 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "95 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "96 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "104 UNet/ModuleList[up_path]/UNetUpBlock[3]/__getitem___0";
 "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "100 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "100 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "102 UNet/ModuleList[up_path]/UNetUpBlock[3]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -229,13 +229,13 @@ strict digraph  {
 "104 UNet/ModuleList[up_path]/UNetUpBlock[3]/__getitem___0" -> "105 UNet/ModuleList[up_path]/UNetUpBlock[3]/cat_0";
 "105 UNet/ModuleList[up_path]/UNetUpBlock[3]/cat_0" -> "107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "106 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "110 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "110 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "111 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "115 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "115 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "117 UNet/NNCFConv2d[last]/conv2d_0";
 "116 UNet/NNCFConv2d[last]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "117 UNet/NNCFConv2d[last]/conv2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/unet_qoutput.dot b/tests/torch/data/reference_graphs/quantized/symmetric/unet_qoutput.dot
index 073da456060..36381f64ec0 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/unet_qoutput.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/unet_qoutput.dot
@@ -3,56 +3,56 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=3, type=conv2d];
-"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=4, type=batch_norm];
+"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=4, type=batch_norm];
 "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0" [id=5, type=relu];
 "6 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=6, type=symmetric_quantize];
 "7 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=7, type=symmetric_quantize];
 "8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=8, type=conv2d];
-"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=9, type=batch_norm];
+"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=9, type=batch_norm];
 "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0" [id=10, type=relu];
 "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=11, type=symmetric_quantize];
 "12 UNet/max_pool2d_0" [id=12, type=max_pool2d];
 "13 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=13, type=symmetric_quantize];
 "14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=14, type=conv2d];
-"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=15, type=batch_norm];
+"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=15, type=batch_norm];
 "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0" [id=16, type=relu];
 "17 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=17, type=symmetric_quantize];
 "18 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=18, type=symmetric_quantize];
 "19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=19, type=conv2d];
-"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=20, type=batch_norm];
+"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=20, type=batch_norm];
 "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0" [id=21, type=relu];
 "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=22, type=symmetric_quantize];
 "23 UNet/max_pool2d_1" [id=23, type=max_pool2d];
 "24 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=24, type=symmetric_quantize];
 "25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=25, type=conv2d];
-"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=26, type=batch_norm];
+"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=26, type=batch_norm];
 "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0" [id=27, type=relu];
 "28 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=28, type=symmetric_quantize];
 "29 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=29, type=symmetric_quantize];
 "30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=30, type=conv2d];
-"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=31, type=batch_norm];
+"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=31, type=batch_norm];
 "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0" [id=32, type=relu];
 "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=33, type=symmetric_quantize];
 "34 UNet/max_pool2d_2" [id=34, type=max_pool2d];
 "35 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=35, type=symmetric_quantize];
 "36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=36, type=conv2d];
-"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=37, type=batch_norm];
+"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=37, type=batch_norm];
 "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0" [id=38, type=relu];
 "39 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=39, type=symmetric_quantize];
 "40 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=40, type=symmetric_quantize];
 "41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=41, type=conv2d];
-"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=42, type=batch_norm];
+"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=42, type=batch_norm];
 "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0" [id=43, type=relu];
 "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=44, type=symmetric_quantize];
 "45 UNet/max_pool2d_3" [id=45, type=max_pool2d];
 "46 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=46, type=symmetric_quantize];
 "47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=47, type=conv2d];
-"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=48, type=batch_norm];
+"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=48, type=batch_norm];
 "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0" [id=49, type=relu];
 "50 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=50, type=symmetric_quantize];
 "51 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=51, type=symmetric_quantize];
 "52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=52, type=conv2d];
-"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=53, type=batch_norm];
+"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=53, type=batch_norm];
 "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0" [id=54, type=relu];
 "55 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=55, type=symmetric_quantize];
 "56 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=56, type=symmetric_quantize];
@@ -62,12 +62,12 @@ strict digraph  {
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 "61 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=61, type=symmetric_quantize];
 "62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=62, type=conv2d];
-"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=63, type=batch_norm];
+"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=63, type=batch_norm];
 "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=64, type=relu];
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 "66 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=66, type=symmetric_quantize];
 "67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=67, type=conv2d];
-"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=68, type=batch_norm];
+"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=68, type=batch_norm];
 "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=69, type=relu];
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@@ -77,12 +77,12 @@ strict digraph  {
 "75 UNet/ModuleList[up_path]/UNetUpBlock[1]/cat_0" [id=75, type=cat];
 "76 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=76, type=symmetric_quantize];
 "77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=77, type=conv2d];
-"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=78, type=batch_norm];
+"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=78, type=batch_norm];
 "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=79, type=relu];
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 "81 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=81, type=symmetric_quantize];
 "82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=82, type=conv2d];
-"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=83, type=batch_norm];
+"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=83, type=batch_norm];
 "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=84, type=relu];
 "85 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=85, type=symmetric_quantize];
 "86 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=86, type=symmetric_quantize];
@@ -92,12 +92,12 @@ strict digraph  {
 "90 UNet/ModuleList[up_path]/UNetUpBlock[2]/cat_0" [id=90, type=cat];
 "91 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=91, type=symmetric_quantize];
 "92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=92, type=conv2d];
-"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=93, type=batch_norm];
+"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=93, type=batch_norm];
 "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=94, type=relu];
 "95 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=95, type=symmetric_quantize];
 "96 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=96, type=symmetric_quantize];
 "97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=97, type=conv2d];
-"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=98, type=batch_norm];
+"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=98, type=batch_norm];
 "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=99, type=relu];
 "100 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=100, type=symmetric_quantize];
 "101 UNet/ModuleList[up_path]/UNetUpBlock[3]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=101, type=symmetric_quantize];
@@ -107,12 +107,12 @@ strict digraph  {
 "105 UNet/ModuleList[up_path]/UNetUpBlock[3]/cat_0" [id=105, type=cat];
 "106 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=106, type=symmetric_quantize];
 "107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" [id=107, type=conv2d];
-"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" [id=108, type=batch_norm];
+"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" [id=108, type=batch_norm];
 "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" [id=109, type=relu];
 "110 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=110, type=symmetric_quantize];
 "111 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=111, type=symmetric_quantize];
 "112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" [id=112, type=conv2d];
-"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" [id=113, type=batch_norm];
+"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" [id=113, type=batch_norm];
 "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" [id=114, type=relu];
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 "116 UNet/NNCFConv2d[last]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=116, type=symmetric_quantize];
@@ -122,60 +122,60 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "2 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0";
+"3 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"4 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0";
 "5 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/relu_0" -> "6 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "6 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "7 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0";
+"8 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"9 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0";
 "10 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/relu_0" -> "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "12 UNet/max_pool2d_0";
 "12 UNet/max_pool2d_0" -> "14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "13 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0";
+"14 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"15 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0";
 "16 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/relu_0" -> "17 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "17 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "18 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0";
+"19 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"20 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0";
 "21 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/relu_0" -> "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "23 UNet/max_pool2d_1";
 "22 UNet/ModuleList[down_path]/UNetConvBlock[1]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "89 UNet/ModuleList[up_path]/UNetUpBlock[2]/__getitem___0";
 "23 UNet/max_pool2d_1" -> "25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "24 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0";
+"25 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"26 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0";
 "27 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/relu_0" -> "28 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "28 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "29 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0";
+"30 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"31 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0";
 "32 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/relu_0" -> "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "34 UNet/max_pool2d_2";
 "33 UNet/ModuleList[down_path]/UNetConvBlock[2]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "74 UNet/ModuleList[up_path]/UNetUpBlock[1]/__getitem___0";
 "34 UNet/max_pool2d_2" -> "36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "35 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0";
+"36 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"37 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0";
 "38 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/relu_0" -> "39 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "39 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "40 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0";
+"41 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"42 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0";
 "43 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/relu_0" -> "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "45 UNet/max_pool2d_3";
 "44 UNet/ModuleList[down_path]/UNetConvBlock[3]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "59 UNet/ModuleList[up_path]/UNetUpBlock[0]/__getitem___0";
 "45 UNet/max_pool2d_3" -> "47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "46 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0";
+"47 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"48 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0";
 "49 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/relu_0" -> "50 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "50 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "51 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0";
+"52 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"53 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0";
 "54 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/relu_0" -> "55 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "55 UNet/ModuleList[down_path]/UNetConvBlock[4]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "57 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
 "56 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 UNet/ModuleList[up_path]/UNetUpBlock[0]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -184,13 +184,13 @@ strict digraph  {
 "59 UNet/ModuleList[up_path]/UNetUpBlock[0]/__getitem___0" -> "60 UNet/ModuleList[up_path]/UNetUpBlock[0]/cat_0";
 "60 UNet/ModuleList[up_path]/UNetUpBlock[0]/cat_0" -> "62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "61 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"62 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"63 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "64 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "65 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "65 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "66 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"67 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"68 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "69 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "70 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "70 UNet/ModuleList[up_path]/UNetUpBlock[0]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "72 UNet/ModuleList[up_path]/UNetUpBlock[1]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
 "71 UNet/ModuleList[up_path]/UNetUpBlock[1]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "72 UNet/ModuleList[up_path]/UNetUpBlock[1]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -199,13 +199,13 @@ strict digraph  {
 "74 UNet/ModuleList[up_path]/UNetUpBlock[1]/__getitem___0" -> "75 UNet/ModuleList[up_path]/UNetUpBlock[1]/cat_0";
 "75 UNet/ModuleList[up_path]/UNetUpBlock[1]/cat_0" -> "77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "76 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"77 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"78 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "79 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "80 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "80 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "81 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"82 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"83 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "84 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "85 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "85 UNet/ModuleList[up_path]/UNetUpBlock[1]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "87 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
 "86 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "87 UNet/ModuleList[up_path]/UNetUpBlock[2]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -214,13 +214,13 @@ strict digraph  {
 "89 UNet/ModuleList[up_path]/UNetUpBlock[2]/__getitem___0" -> "90 UNet/ModuleList[up_path]/UNetUpBlock[2]/cat_0";
 "90 UNet/ModuleList[up_path]/UNetUpBlock[2]/cat_0" -> "92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "91 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"92 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"93 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "94 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "95 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "95 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "96 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"97 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"98 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "11 UNet/ModuleList[down_path]/UNetConvBlock[0]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "104 UNet/ModuleList[up_path]/UNetUpBlock[3]/__getitem___0";
 "99 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "100 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "100 UNet/ModuleList[up_path]/UNetUpBlock[2]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "102 UNet/ModuleList[up_path]/UNetUpBlock[3]/NNCFConvTranspose2d[up]/conv_transpose2d_0";
@@ -230,13 +230,13 @@ strict digraph  {
 "104 UNet/ModuleList[up_path]/UNetUpBlock[3]/__getitem___0" -> "105 UNet/ModuleList[up_path]/UNetUpBlock[3]/cat_0";
 "105 UNet/ModuleList[up_path]/UNetUpBlock[3]/cat_0" -> "107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
 "106 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0";
-"107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0";
-"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[1]/batch_norm_0" -> "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
+"107 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[0]/conv2d_0" -> "108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0";
+"108 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[1]/batch_norm_0" -> "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0";
 "109 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/relu_0" -> "110 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "110 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
 "111 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0";
-"112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0";
-"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/BatchNorm2d[4]/batch_norm_0" -> "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
+"112 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFConv2d[3]/conv2d_0" -> "113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0";
+"113 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/NNCFBatchNorm[4]/batch_norm_0" -> "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0";
 "114 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/relu_0" -> "115 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "115 UNet/ModuleList[up_path]/UNetUpBlock[3]/UNetConvBlock[conv_block]/Sequential[block]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "117 UNet/NNCFConv2d[last]/conv2d_0";
 "116 UNet/NNCFConv2d[last]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "117 UNet/NNCFConv2d[last]/conv2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/symmetric/vgg16.dot b/tests/torch/data/reference_graphs/quantized/symmetric/vgg16.dot
index 2fbba16f01a..c60d93a1e40 100644
--- a/tests/torch/data/reference_graphs/quantized/symmetric/vgg16.dot
+++ b/tests/torch/data/reference_graphs/quantized/symmetric/vgg16.dot
@@ -3,71 +3,71 @@ strict digraph  {
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
 "2 VGG/Sequential[features]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize];
 "3 VGG/Sequential[features]/NNCFConv2d[0]/conv2d_0" [id=3, type=conv2d];
-"4 VGG/Sequential[features]/BatchNorm2d[1]/batch_norm_0" [id=4, type=batch_norm];
+"4 VGG/Sequential[features]/NNCFBatchNorm[1]/batch_norm_0" [id=4, type=batch_norm];
 "5 VGG/Sequential[features]/ReLU[2]/relu__0" [id=5, type=relu_];
 "6 VGG/Sequential[features]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" [id=6, type=symmetric_quantize];
 "7 VGG/Sequential[features]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=7, type=symmetric_quantize];
 "8 VGG/Sequential[features]/NNCFConv2d[3]/conv2d_0" [id=8, type=conv2d];
-"9 VGG/Sequential[features]/BatchNorm2d[4]/batch_norm_0" [id=9, type=batch_norm];
+"9 VGG/Sequential[features]/NNCFBatchNorm[4]/batch_norm_0" [id=9, type=batch_norm];
 "10 VGG/Sequential[features]/ReLU[5]/relu__0" [id=10, type=relu_];
 "11 VGG/Sequential[features]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" [id=11, type=symmetric_quantize];
 "12 VGG/Sequential[features]/MaxPool2d[6]/max_pool2d_0" [id=12, type=max_pool2d];
 "13 VGG/Sequential[features]/NNCFConv2d[7]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=13, type=symmetric_quantize];
 "14 VGG/Sequential[features]/NNCFConv2d[7]/conv2d_0" [id=14, type=conv2d];
-"15 VGG/Sequential[features]/BatchNorm2d[8]/batch_norm_0" [id=15, type=batch_norm];
+"15 VGG/Sequential[features]/NNCFBatchNorm[8]/batch_norm_0" [id=15, type=batch_norm];
 "16 VGG/Sequential[features]/ReLU[9]/relu__0" [id=16, type=relu_];
 "17 VGG/Sequential[features]/ReLU[9]/SymmetricQuantizer/symmetric_quantize_0" [id=17, type=symmetric_quantize];
 "18 VGG/Sequential[features]/NNCFConv2d[10]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=18, type=symmetric_quantize];
 "19 VGG/Sequential[features]/NNCFConv2d[10]/conv2d_0" [id=19, type=conv2d];
-"20 VGG/Sequential[features]/BatchNorm2d[11]/batch_norm_0" [id=20, type=batch_norm];
+"20 VGG/Sequential[features]/NNCFBatchNorm[11]/batch_norm_0" [id=20, type=batch_norm];
 "21 VGG/Sequential[features]/ReLU[12]/relu__0" [id=21, type=relu_];
 "22 VGG/Sequential[features]/ReLU[12]/SymmetricQuantizer/symmetric_quantize_0" [id=22, type=symmetric_quantize];
 "23 VGG/Sequential[features]/MaxPool2d[13]/max_pool2d_0" [id=23, type=max_pool2d];
 "24 VGG/Sequential[features]/NNCFConv2d[14]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=24, type=symmetric_quantize];
 "25 VGG/Sequential[features]/NNCFConv2d[14]/conv2d_0" [id=25, type=conv2d];
-"26 VGG/Sequential[features]/BatchNorm2d[15]/batch_norm_0" [id=26, type=batch_norm];
+"26 VGG/Sequential[features]/NNCFBatchNorm[15]/batch_norm_0" [id=26, type=batch_norm];
 "27 VGG/Sequential[features]/ReLU[16]/relu__0" [id=27, type=relu_];
 "28 VGG/Sequential[features]/ReLU[16]/SymmetricQuantizer/symmetric_quantize_0" [id=28, type=symmetric_quantize];
 "29 VGG/Sequential[features]/NNCFConv2d[17]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=29, type=symmetric_quantize];
 "30 VGG/Sequential[features]/NNCFConv2d[17]/conv2d_0" [id=30, type=conv2d];
-"31 VGG/Sequential[features]/BatchNorm2d[18]/batch_norm_0" [id=31, type=batch_norm];
+"31 VGG/Sequential[features]/NNCFBatchNorm[18]/batch_norm_0" [id=31, type=batch_norm];
 "32 VGG/Sequential[features]/ReLU[19]/relu__0" [id=32, type=relu_];
 "33 VGG/Sequential[features]/ReLU[19]/SymmetricQuantizer/symmetric_quantize_0" [id=33, type=symmetric_quantize];
 "34 VGG/Sequential[features]/NNCFConv2d[20]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=34, type=symmetric_quantize];
 "35 VGG/Sequential[features]/NNCFConv2d[20]/conv2d_0" [id=35, type=conv2d];
-"36 VGG/Sequential[features]/BatchNorm2d[21]/batch_norm_0" [id=36, type=batch_norm];
+"36 VGG/Sequential[features]/NNCFBatchNorm[21]/batch_norm_0" [id=36, type=batch_norm];
 "37 VGG/Sequential[features]/ReLU[22]/relu__0" [id=37, type=relu_];
 "38 VGG/Sequential[features]/ReLU[22]/SymmetricQuantizer/symmetric_quantize_0" [id=38, type=symmetric_quantize];
 "39 VGG/Sequential[features]/MaxPool2d[23]/max_pool2d_0" [id=39, type=max_pool2d];
 "40 VGG/Sequential[features]/NNCFConv2d[24]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=40, type=symmetric_quantize];
 "41 VGG/Sequential[features]/NNCFConv2d[24]/conv2d_0" [id=41, type=conv2d];
-"42 VGG/Sequential[features]/BatchNorm2d[25]/batch_norm_0" [id=42, type=batch_norm];
+"42 VGG/Sequential[features]/NNCFBatchNorm[25]/batch_norm_0" [id=42, type=batch_norm];
 "43 VGG/Sequential[features]/ReLU[26]/relu__0" [id=43, type=relu_];
 "44 VGG/Sequential[features]/ReLU[26]/SymmetricQuantizer/symmetric_quantize_0" [id=44, type=symmetric_quantize];
 "45 VGG/Sequential[features]/NNCFConv2d[27]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=45, type=symmetric_quantize];
 "46 VGG/Sequential[features]/NNCFConv2d[27]/conv2d_0" [id=46, type=conv2d];
-"47 VGG/Sequential[features]/BatchNorm2d[28]/batch_norm_0" [id=47, type=batch_norm];
+"47 VGG/Sequential[features]/NNCFBatchNorm[28]/batch_norm_0" [id=47, type=batch_norm];
 "48 VGG/Sequential[features]/ReLU[29]/relu__0" [id=48, type=relu_];
 "49 VGG/Sequential[features]/ReLU[29]/SymmetricQuantizer/symmetric_quantize_0" [id=49, type=symmetric_quantize];
 "50 VGG/Sequential[features]/NNCFConv2d[30]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=50, type=symmetric_quantize];
 "51 VGG/Sequential[features]/NNCFConv2d[30]/conv2d_0" [id=51, type=conv2d];
-"52 VGG/Sequential[features]/BatchNorm2d[31]/batch_norm_0" [id=52, type=batch_norm];
+"52 VGG/Sequential[features]/NNCFBatchNorm[31]/batch_norm_0" [id=52, type=batch_norm];
 "53 VGG/Sequential[features]/ReLU[32]/relu__0" [id=53, type=relu_];
 "54 VGG/Sequential[features]/ReLU[32]/SymmetricQuantizer/symmetric_quantize_0" [id=54, type=symmetric_quantize];
 "55 VGG/Sequential[features]/MaxPool2d[33]/max_pool2d_0" [id=55, type=max_pool2d];
 "56 VGG/Sequential[features]/NNCFConv2d[34]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=56, type=symmetric_quantize];
 "57 VGG/Sequential[features]/NNCFConv2d[34]/conv2d_0" [id=57, type=conv2d];
-"58 VGG/Sequential[features]/BatchNorm2d[35]/batch_norm_0" [id=58, type=batch_norm];
+"58 VGG/Sequential[features]/NNCFBatchNorm[35]/batch_norm_0" [id=58, type=batch_norm];
 "59 VGG/Sequential[features]/ReLU[36]/relu__0" [id=59, type=relu_];
 "60 VGG/Sequential[features]/ReLU[36]/SymmetricQuantizer/symmetric_quantize_0" [id=60, type=symmetric_quantize];
 "61 VGG/Sequential[features]/NNCFConv2d[37]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=61, type=symmetric_quantize];
 "62 VGG/Sequential[features]/NNCFConv2d[37]/conv2d_0" [id=62, type=conv2d];
-"63 VGG/Sequential[features]/BatchNorm2d[38]/batch_norm_0" [id=63, type=batch_norm];
+"63 VGG/Sequential[features]/NNCFBatchNorm[38]/batch_norm_0" [id=63, type=batch_norm];
 "64 VGG/Sequential[features]/ReLU[39]/relu__0" [id=64, type=relu_];
 "65 VGG/Sequential[features]/ReLU[39]/SymmetricQuantizer/symmetric_quantize_0" [id=65, type=symmetric_quantize];
 "66 VGG/Sequential[features]/NNCFConv2d[40]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=66, type=symmetric_quantize];
 "67 VGG/Sequential[features]/NNCFConv2d[40]/conv2d_0" [id=67, type=conv2d];
-"68 VGG/Sequential[features]/BatchNorm2d[41]/batch_norm_0" [id=68, type=batch_norm];
+"68 VGG/Sequential[features]/NNCFBatchNorm[41]/batch_norm_0" [id=68, type=batch_norm];
 "69 VGG/Sequential[features]/ReLU[42]/relu__0" [id=69, type=relu_];
 "70 VGG/Sequential[features]/ReLU[42]/SymmetricQuantizer/symmetric_quantize_0" [id=70, type=symmetric_quantize];
 "71 VGG/Sequential[features]/MaxPool2d[43]/max_pool2d_0" [id=71, type=max_pool2d];
@@ -80,72 +80,72 @@ strict digraph  {
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
 "1 SymmetricQuantizer/symmetric_quantize_0" -> "3 VGG/Sequential[features]/NNCFConv2d[0]/conv2d_0";
 "2 VGG/Sequential[features]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 VGG/Sequential[features]/NNCFConv2d[0]/conv2d_0";
-"3 VGG/Sequential[features]/NNCFConv2d[0]/conv2d_0" -> "4 VGG/Sequential[features]/BatchNorm2d[1]/batch_norm_0";
-"4 VGG/Sequential[features]/BatchNorm2d[1]/batch_norm_0" -> "5 VGG/Sequential[features]/ReLU[2]/relu__0";
+"3 VGG/Sequential[features]/NNCFConv2d[0]/conv2d_0" -> "4 VGG/Sequential[features]/NNCFBatchNorm[1]/batch_norm_0";
+"4 VGG/Sequential[features]/NNCFBatchNorm[1]/batch_norm_0" -> "5 VGG/Sequential[features]/ReLU[2]/relu__0";
 "5 VGG/Sequential[features]/ReLU[2]/relu__0" -> "6 VGG/Sequential[features]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0";
 "6 VGG/Sequential[features]/ReLU[2]/SymmetricQuantizer/symmetric_quantize_0" -> "8 VGG/Sequential[features]/NNCFConv2d[3]/conv2d_0";
 "7 VGG/Sequential[features]/NNCFConv2d[3]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "8 VGG/Sequential[features]/NNCFConv2d[3]/conv2d_0";
-"8 VGG/Sequential[features]/NNCFConv2d[3]/conv2d_0" -> "9 VGG/Sequential[features]/BatchNorm2d[4]/batch_norm_0";
-"9 VGG/Sequential[features]/BatchNorm2d[4]/batch_norm_0" -> "10 VGG/Sequential[features]/ReLU[5]/relu__0";
+"8 VGG/Sequential[features]/NNCFConv2d[3]/conv2d_0" -> "9 VGG/Sequential[features]/NNCFBatchNorm[4]/batch_norm_0";
+"9 VGG/Sequential[features]/NNCFBatchNorm[4]/batch_norm_0" -> "10 VGG/Sequential[features]/ReLU[5]/relu__0";
 "10 VGG/Sequential[features]/ReLU[5]/relu__0" -> "11 VGG/Sequential[features]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0";
 "11 VGG/Sequential[features]/ReLU[5]/SymmetricQuantizer/symmetric_quantize_0" -> "12 VGG/Sequential[features]/MaxPool2d[6]/max_pool2d_0";
 "12 VGG/Sequential[features]/MaxPool2d[6]/max_pool2d_0" -> "14 VGG/Sequential[features]/NNCFConv2d[7]/conv2d_0";
 "13 VGG/Sequential[features]/NNCFConv2d[7]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "14 VGG/Sequential[features]/NNCFConv2d[7]/conv2d_0";
-"14 VGG/Sequential[features]/NNCFConv2d[7]/conv2d_0" -> "15 VGG/Sequential[features]/BatchNorm2d[8]/batch_norm_0";
-"15 VGG/Sequential[features]/BatchNorm2d[8]/batch_norm_0" -> "16 VGG/Sequential[features]/ReLU[9]/relu__0";
+"14 VGG/Sequential[features]/NNCFConv2d[7]/conv2d_0" -> "15 VGG/Sequential[features]/NNCFBatchNorm[8]/batch_norm_0";
+"15 VGG/Sequential[features]/NNCFBatchNorm[8]/batch_norm_0" -> "16 VGG/Sequential[features]/ReLU[9]/relu__0";
 "16 VGG/Sequential[features]/ReLU[9]/relu__0" -> "17 VGG/Sequential[features]/ReLU[9]/SymmetricQuantizer/symmetric_quantize_0";
 "17 VGG/Sequential[features]/ReLU[9]/SymmetricQuantizer/symmetric_quantize_0" -> "19 VGG/Sequential[features]/NNCFConv2d[10]/conv2d_0";
 "18 VGG/Sequential[features]/NNCFConv2d[10]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "19 VGG/Sequential[features]/NNCFConv2d[10]/conv2d_0";
-"19 VGG/Sequential[features]/NNCFConv2d[10]/conv2d_0" -> "20 VGG/Sequential[features]/BatchNorm2d[11]/batch_norm_0";
-"20 VGG/Sequential[features]/BatchNorm2d[11]/batch_norm_0" -> "21 VGG/Sequential[features]/ReLU[12]/relu__0";
+"19 VGG/Sequential[features]/NNCFConv2d[10]/conv2d_0" -> "20 VGG/Sequential[features]/NNCFBatchNorm[11]/batch_norm_0";
+"20 VGG/Sequential[features]/NNCFBatchNorm[11]/batch_norm_0" -> "21 VGG/Sequential[features]/ReLU[12]/relu__0";
 "21 VGG/Sequential[features]/ReLU[12]/relu__0" -> "22 VGG/Sequential[features]/ReLU[12]/SymmetricQuantizer/symmetric_quantize_0";
 "22 VGG/Sequential[features]/ReLU[12]/SymmetricQuantizer/symmetric_quantize_0" -> "23 VGG/Sequential[features]/MaxPool2d[13]/max_pool2d_0";
 "23 VGG/Sequential[features]/MaxPool2d[13]/max_pool2d_0" -> "25 VGG/Sequential[features]/NNCFConv2d[14]/conv2d_0";
 "24 VGG/Sequential[features]/NNCFConv2d[14]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "25 VGG/Sequential[features]/NNCFConv2d[14]/conv2d_0";
-"25 VGG/Sequential[features]/NNCFConv2d[14]/conv2d_0" -> "26 VGG/Sequential[features]/BatchNorm2d[15]/batch_norm_0";
-"26 VGG/Sequential[features]/BatchNorm2d[15]/batch_norm_0" -> "27 VGG/Sequential[features]/ReLU[16]/relu__0";
+"25 VGG/Sequential[features]/NNCFConv2d[14]/conv2d_0" -> "26 VGG/Sequential[features]/NNCFBatchNorm[15]/batch_norm_0";
+"26 VGG/Sequential[features]/NNCFBatchNorm[15]/batch_norm_0" -> "27 VGG/Sequential[features]/ReLU[16]/relu__0";
 "27 VGG/Sequential[features]/ReLU[16]/relu__0" -> "28 VGG/Sequential[features]/ReLU[16]/SymmetricQuantizer/symmetric_quantize_0";
 "28 VGG/Sequential[features]/ReLU[16]/SymmetricQuantizer/symmetric_quantize_0" -> "30 VGG/Sequential[features]/NNCFConv2d[17]/conv2d_0";
 "29 VGG/Sequential[features]/NNCFConv2d[17]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "30 VGG/Sequential[features]/NNCFConv2d[17]/conv2d_0";
-"30 VGG/Sequential[features]/NNCFConv2d[17]/conv2d_0" -> "31 VGG/Sequential[features]/BatchNorm2d[18]/batch_norm_0";
-"31 VGG/Sequential[features]/BatchNorm2d[18]/batch_norm_0" -> "32 VGG/Sequential[features]/ReLU[19]/relu__0";
+"30 VGG/Sequential[features]/NNCFConv2d[17]/conv2d_0" -> "31 VGG/Sequential[features]/NNCFBatchNorm[18]/batch_norm_0";
+"31 VGG/Sequential[features]/NNCFBatchNorm[18]/batch_norm_0" -> "32 VGG/Sequential[features]/ReLU[19]/relu__0";
 "32 VGG/Sequential[features]/ReLU[19]/relu__0" -> "33 VGG/Sequential[features]/ReLU[19]/SymmetricQuantizer/symmetric_quantize_0";
 "33 VGG/Sequential[features]/ReLU[19]/SymmetricQuantizer/symmetric_quantize_0" -> "35 VGG/Sequential[features]/NNCFConv2d[20]/conv2d_0";
 "34 VGG/Sequential[features]/NNCFConv2d[20]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "35 VGG/Sequential[features]/NNCFConv2d[20]/conv2d_0";
-"35 VGG/Sequential[features]/NNCFConv2d[20]/conv2d_0" -> "36 VGG/Sequential[features]/BatchNorm2d[21]/batch_norm_0";
-"36 VGG/Sequential[features]/BatchNorm2d[21]/batch_norm_0" -> "37 VGG/Sequential[features]/ReLU[22]/relu__0";
+"35 VGG/Sequential[features]/NNCFConv2d[20]/conv2d_0" -> "36 VGG/Sequential[features]/NNCFBatchNorm[21]/batch_norm_0";
+"36 VGG/Sequential[features]/NNCFBatchNorm[21]/batch_norm_0" -> "37 VGG/Sequential[features]/ReLU[22]/relu__0";
 "37 VGG/Sequential[features]/ReLU[22]/relu__0" -> "38 VGG/Sequential[features]/ReLU[22]/SymmetricQuantizer/symmetric_quantize_0";
 "38 VGG/Sequential[features]/ReLU[22]/SymmetricQuantizer/symmetric_quantize_0" -> "39 VGG/Sequential[features]/MaxPool2d[23]/max_pool2d_0";
 "39 VGG/Sequential[features]/MaxPool2d[23]/max_pool2d_0" -> "41 VGG/Sequential[features]/NNCFConv2d[24]/conv2d_0";
 "40 VGG/Sequential[features]/NNCFConv2d[24]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "41 VGG/Sequential[features]/NNCFConv2d[24]/conv2d_0";
-"41 VGG/Sequential[features]/NNCFConv2d[24]/conv2d_0" -> "42 VGG/Sequential[features]/BatchNorm2d[25]/batch_norm_0";
-"42 VGG/Sequential[features]/BatchNorm2d[25]/batch_norm_0" -> "43 VGG/Sequential[features]/ReLU[26]/relu__0";
+"41 VGG/Sequential[features]/NNCFConv2d[24]/conv2d_0" -> "42 VGG/Sequential[features]/NNCFBatchNorm[25]/batch_norm_0";
+"42 VGG/Sequential[features]/NNCFBatchNorm[25]/batch_norm_0" -> "43 VGG/Sequential[features]/ReLU[26]/relu__0";
 "43 VGG/Sequential[features]/ReLU[26]/relu__0" -> "44 VGG/Sequential[features]/ReLU[26]/SymmetricQuantizer/symmetric_quantize_0";
 "44 VGG/Sequential[features]/ReLU[26]/SymmetricQuantizer/symmetric_quantize_0" -> "46 VGG/Sequential[features]/NNCFConv2d[27]/conv2d_0";
 "45 VGG/Sequential[features]/NNCFConv2d[27]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "46 VGG/Sequential[features]/NNCFConv2d[27]/conv2d_0";
-"46 VGG/Sequential[features]/NNCFConv2d[27]/conv2d_0" -> "47 VGG/Sequential[features]/BatchNorm2d[28]/batch_norm_0";
-"47 VGG/Sequential[features]/BatchNorm2d[28]/batch_norm_0" -> "48 VGG/Sequential[features]/ReLU[29]/relu__0";
+"46 VGG/Sequential[features]/NNCFConv2d[27]/conv2d_0" -> "47 VGG/Sequential[features]/NNCFBatchNorm[28]/batch_norm_0";
+"47 VGG/Sequential[features]/NNCFBatchNorm[28]/batch_norm_0" -> "48 VGG/Sequential[features]/ReLU[29]/relu__0";
 "48 VGG/Sequential[features]/ReLU[29]/relu__0" -> "49 VGG/Sequential[features]/ReLU[29]/SymmetricQuantizer/symmetric_quantize_0";
 "49 VGG/Sequential[features]/ReLU[29]/SymmetricQuantizer/symmetric_quantize_0" -> "51 VGG/Sequential[features]/NNCFConv2d[30]/conv2d_0";
 "50 VGG/Sequential[features]/NNCFConv2d[30]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "51 VGG/Sequential[features]/NNCFConv2d[30]/conv2d_0";
-"51 VGG/Sequential[features]/NNCFConv2d[30]/conv2d_0" -> "52 VGG/Sequential[features]/BatchNorm2d[31]/batch_norm_0";
-"52 VGG/Sequential[features]/BatchNorm2d[31]/batch_norm_0" -> "53 VGG/Sequential[features]/ReLU[32]/relu__0";
+"51 VGG/Sequential[features]/NNCFConv2d[30]/conv2d_0" -> "52 VGG/Sequential[features]/NNCFBatchNorm[31]/batch_norm_0";
+"52 VGG/Sequential[features]/NNCFBatchNorm[31]/batch_norm_0" -> "53 VGG/Sequential[features]/ReLU[32]/relu__0";
 "53 VGG/Sequential[features]/ReLU[32]/relu__0" -> "54 VGG/Sequential[features]/ReLU[32]/SymmetricQuantizer/symmetric_quantize_0";
 "54 VGG/Sequential[features]/ReLU[32]/SymmetricQuantizer/symmetric_quantize_0" -> "55 VGG/Sequential[features]/MaxPool2d[33]/max_pool2d_0";
 "55 VGG/Sequential[features]/MaxPool2d[33]/max_pool2d_0" -> "57 VGG/Sequential[features]/NNCFConv2d[34]/conv2d_0";
 "56 VGG/Sequential[features]/NNCFConv2d[34]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "57 VGG/Sequential[features]/NNCFConv2d[34]/conv2d_0";
-"57 VGG/Sequential[features]/NNCFConv2d[34]/conv2d_0" -> "58 VGG/Sequential[features]/BatchNorm2d[35]/batch_norm_0";
-"58 VGG/Sequential[features]/BatchNorm2d[35]/batch_norm_0" -> "59 VGG/Sequential[features]/ReLU[36]/relu__0";
+"57 VGG/Sequential[features]/NNCFConv2d[34]/conv2d_0" -> "58 VGG/Sequential[features]/NNCFBatchNorm[35]/batch_norm_0";
+"58 VGG/Sequential[features]/NNCFBatchNorm[35]/batch_norm_0" -> "59 VGG/Sequential[features]/ReLU[36]/relu__0";
 "59 VGG/Sequential[features]/ReLU[36]/relu__0" -> "60 VGG/Sequential[features]/ReLU[36]/SymmetricQuantizer/symmetric_quantize_0";
 "60 VGG/Sequential[features]/ReLU[36]/SymmetricQuantizer/symmetric_quantize_0" -> "62 VGG/Sequential[features]/NNCFConv2d[37]/conv2d_0";
 "61 VGG/Sequential[features]/NNCFConv2d[37]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "62 VGG/Sequential[features]/NNCFConv2d[37]/conv2d_0";
-"62 VGG/Sequential[features]/NNCFConv2d[37]/conv2d_0" -> "63 VGG/Sequential[features]/BatchNorm2d[38]/batch_norm_0";
-"63 VGG/Sequential[features]/BatchNorm2d[38]/batch_norm_0" -> "64 VGG/Sequential[features]/ReLU[39]/relu__0";
+"62 VGG/Sequential[features]/NNCFConv2d[37]/conv2d_0" -> "63 VGG/Sequential[features]/NNCFBatchNorm[38]/batch_norm_0";
+"63 VGG/Sequential[features]/NNCFBatchNorm[38]/batch_norm_0" -> "64 VGG/Sequential[features]/ReLU[39]/relu__0";
 "64 VGG/Sequential[features]/ReLU[39]/relu__0" -> "65 VGG/Sequential[features]/ReLU[39]/SymmetricQuantizer/symmetric_quantize_0";
 "65 VGG/Sequential[features]/ReLU[39]/SymmetricQuantizer/symmetric_quantize_0" -> "67 VGG/Sequential[features]/NNCFConv2d[40]/conv2d_0";
 "66 VGG/Sequential[features]/NNCFConv2d[40]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "67 VGG/Sequential[features]/NNCFConv2d[40]/conv2d_0";
-"67 VGG/Sequential[features]/NNCFConv2d[40]/conv2d_0" -> "68 VGG/Sequential[features]/BatchNorm2d[41]/batch_norm_0";
-"68 VGG/Sequential[features]/BatchNorm2d[41]/batch_norm_0" -> "69 VGG/Sequential[features]/ReLU[42]/relu__0";
+"67 VGG/Sequential[features]/NNCFConv2d[40]/conv2d_0" -> "68 VGG/Sequential[features]/NNCFBatchNorm[41]/batch_norm_0";
+"68 VGG/Sequential[features]/NNCFBatchNorm[41]/batch_norm_0" -> "69 VGG/Sequential[features]/ReLU[42]/relu__0";
 "69 VGG/Sequential[features]/ReLU[42]/relu__0" -> "70 VGG/Sequential[features]/ReLU[42]/SymmetricQuantizer/symmetric_quantize_0";
 "70 VGG/Sequential[features]/ReLU[42]/SymmetricQuantizer/symmetric_quantize_0" -> "71 VGG/Sequential[features]/MaxPool2d[43]/max_pool2d_0";
 "71 VGG/Sequential[features]/MaxPool2d[43]/max_pool2d_0" -> "72 VGG/Sequential[features]/AvgPool2d[44]/avg_pool2d_0";
diff --git a/tests/torch/data/reference_graphs/quantized/synthetic_model/BatchNorm2d.dot b/tests/torch/data/reference_graphs/quantized/synthetic_model/BatchNorm2d.dot
index 9e85952dcf7..398d2309f92 100644
--- a/tests/torch/data/reference_graphs/quantized/synthetic_model/BatchNorm2d.dot
+++ b/tests/torch/data/reference_graphs/quantized/synthetic_model/BatchNorm2d.dot
@@ -1,9 +1,9 @@
 strict digraph  {
 "0 /nncf_model_input_0" [id=0, type=nncf_model_input];
 "1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize];
-"2 TestModel/BatchNorm2d[_layer]/batch_norm_0" [id=2, type=batch_norm];
+"2 TestModel/NNCFBatchNorm[_layer]/batch_norm_0" [id=2, type=batch_norm];
 "3 /nncf_model_output_0" [id=3, type=nncf_model_output];
 "0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0";
-"1 SymmetricQuantizer/symmetric_quantize_0" -> "2 TestModel/BatchNorm2d[_layer]/batch_norm_0";
-"2 TestModel/BatchNorm2d[_layer]/batch_norm_0" -> "3 /nncf_model_output_0";
+"1 SymmetricQuantizer/symmetric_quantize_0" -> "2 TestModel/NNCFBatchNorm[_layer]/batch_norm_0";
+"2 TestModel/NNCFBatchNorm[_layer]/batch_norm_0" -> "3 /nncf_model_output_0";
 }
diff --git a/tests/torch/pruning/filter_pruning/test_algo.py b/tests/torch/pruning/filter_pruning/test_algo.py
index ba44b8205b7..76cee011284 100644
--- a/tests/torch/pruning/filter_pruning/test_algo.py
+++ b/tests/torch/pruning/filter_pruning/test_algo.py
@@ -20,7 +20,7 @@
 from nncf.torch.module_operations import UpdateWeight, UpdateWeightAndBias
 from nncf.torch.pruning.filter_pruning.algo import FilterPruningController
 from nncf.torch.pruning.filter_pruning.functions import l2_filter_norm
-from nncf.torch.pruning.filter_pruning.layers import FilterPruningBlock
+from nncf.torch.pruning.filter_pruning.layers import FilterPruningMask
 from nncf.torch.pruning.filter_pruning.layers import apply_filter_binary_mask
 from nncf.common.pruning.schedulers import ExponentialPruningScheduler
 from tests.torch.helpers import create_compressed_model_and_algo_for_test
@@ -101,7 +101,7 @@ def check_that_module_is_pruned(module):
         pre_ops = list(module.pre_ops.values())
         assert isinstance(pre_ops[0], UpdateWeightAndBias)
         pruning_op = pre_ops[0].operand
-        assert isinstance(pruning_op, FilterPruningBlock)
+        assert isinstance(pruning_op, FilterPruningMask)
 
     config = get_basic_pruning_config(input_sample_size=[1, 1, 8, 8])
     config['compression']['params']['prune_first_conv'] = prune_first
diff --git a/tests/torch/pruning/filter_pruning/test_layers.py b/tests/torch/pruning/filter_pruning/test_layers.py
index 194da6e844d..016146072d5 100644
--- a/tests/torch/pruning/filter_pruning/test_layers.py
+++ b/tests/torch/pruning/filter_pruning/test_layers.py
@@ -17,7 +17,7 @@
 
 from nncf.torch.layers import NNCFConv2d
 from nncf.torch.module_operations import UpdateWeightAndBias
-from nncf.torch.pruning.filter_pruning.layers import FilterPruningBlock, inplace_apply_filter_binary_mask, \
+from nncf.torch.pruning.filter_pruning.layers import FilterPruningMask, inplace_apply_filter_binary_mask, \
     apply_filter_binary_mask
 from tests.torch.helpers import fill_conv_weight, fill_bias
 
@@ -26,7 +26,7 @@ class TestFilterPruningBlockModel(nn.Module):
     def __init__(self, layer):
         super().__init__()
         self.layer = layer
-        pruning_op = FilterPruningBlock(layer.weight.size(0))
+        pruning_op = FilterPruningMask(layer.weight.size(0))
         self.op_key = self.layer.register_pre_forward_operation(UpdateWeightAndBias(pruning_op))
 
     @property
diff --git a/tests/torch/test_nncf_network.py b/tests/torch/test_nncf_network.py
index f400001d48a..49a1cd84e44 100644
--- a/tests/torch/test_nncf_network.py
+++ b/tests/torch/test_nncf_network.py
@@ -678,7 +678,7 @@ def test_operator_metatype_marking(self):
         ref_scope_vs_metatype_dict = {
             "/" + MODEL_INPUT_OP_NAME + "_0": PTInputNoopMetatype,
             "ModelForMetatypeTesting/NNCFConv2d[conv_regular]/conv2d_0": Conv2dMetatype,
-            "ModelForMetatypeTesting/BatchNorm2d[bn]/batch_norm_0": BatchNormMetatype,
+            "ModelForMetatypeTesting/NNCFBatchNorm[bn]/batch_norm_0": BatchNormMetatype,
             "ModelForMetatypeTesting/relu_0": RELUMetatype,
             "ModelForMetatypeTesting/MaxPool2d[max_pool2d]/max_pool2d_0": MaxPool2dMetatype,
             "ModelForMetatypeTesting/NNCFConvTranspose2d[conv_transpose]/conv_transpose2d_0": ConvTranspose2dMetatype,