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Fixing Criteo Inference for TensorFlow and HugeCTR #1500

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merged 33 commits into from
Apr 5, 2022

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TensorFlow Inference Notebook had issues converting Null values - added fillna() as preliminary fix. Long term solution requires a work around for: NVIDIA-Merlin/systems#78

HugeCTR Inference Notebook did not produce a correct ps.json file. HugeCTR requires more parameter. In addition, adding short term fix for null values

benfred and others added 30 commits December 14, 2020 09:15
First draft of the API overhauls changes. Adds most core functionality, including
defining workflow graphs with a ColumnGroup class, the workflow and dataset changes
, most operators converted to use the new api, etc.
Also partially fix some tests inside test_workflow
Co-authored-by: Richard (Rick) Zamora <rzamora217@gmail.com>
Co-authored-by: Richard (Rick) Zamora <rzamora217@gmail.com>
We should be doing online transforms like
```KerasSequenceLoader(workflow.transform(dataset), ...```  instead of
```KerasSequenceLoader(dataset, workflows=[workflow], ...``` now
* test_minmix

* updates test

* unittest ops
Re-add get_embedding_sizes . Note that this changes how we support multi-hot columns here
(sizes are returned same as single hot, and we don't use this method to distinguish between
multi and singlehot columns)
add save_stats/load_stats/clear_stats methods to the workflow, with each statoperator getting
called as appropiate
git merge upstream/main
Merge branch 'main' of https://github.com/NVIDIA/NVTabular
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GitHub pull request #1500 of commit e64e90f6fbecde92f241270efd49e448aca3faf4, no merge conflicts.
Running as SYSTEM
Setting status of e64e90f6fbecde92f241270efd49e448aca3faf4 to PENDING with url http://10.20.13.93:8080/job/nvtabular_tests/4417/ and message: 'Pending'
Using context: Jenkins Unit Test Run
Building on master in workspace /var/jenkins_home/workspace/nvtabular_tests
using credential nvidia-merlin-bot
Cloning the remote Git repository
Cloning repository https://github.com/NVIDIA-Merlin/NVTabular.git
 > git init /var/jenkins_home/workspace/nvtabular_tests/nvtabular # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/NVTabular.git
 > git --version # timeout=10
using GIT_ASKPASS to set credentials This is the bot credentials for our CI/CD
 > git fetch --tags --force --progress -- https://github.com/NVIDIA-Merlin/NVTabular.git +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/NVTabular.git # timeout=10
 > git config --add remote.origin.fetch +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/NVTabular.git # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/NVTabular.git
using GIT_ASKPASS to set credentials This is the bot credentials for our CI/CD
 > git fetch --tags --force --progress -- https://github.com/NVIDIA-Merlin/NVTabular.git +refs/pull/1500/*:refs/remotes/origin/pr/1500/* # timeout=10
 > git rev-parse e64e90f6fbecde92f241270efd49e448aca3faf4^{commit} # timeout=10
Checking out Revision e64e90f6fbecde92f241270efd49e448aca3faf4 (detached)
 > git config core.sparsecheckout # timeout=10
 > git checkout -f e64e90f6fbecde92f241270efd49e448aca3faf4 # timeout=10
Commit message: "criteo update"
 > git rev-list --no-walk 3c04458316a0df2556bcf2728896112eaa6cb95f # timeout=10
First time build. Skipping changelog.
[nvtabular_tests] $ /bin/bash /tmp/jenkins3558322435128931400.sh
rm: cannot remove '/var/jenkins_home/.local/lib/python3.8/site-packages/nvtabular.egg-link': No such file or directory
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
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Found existing installation: nvtabular 0.11.0+44.g50eb7ef1
Can't uninstall 'nvtabular'. No files were found to uninstall.
Found existing installation: merlin-core 0.1.1+21.g32e4695
Can't uninstall 'merlin-core'. No files were found to uninstall.
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Collecting merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git
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  Resolved https://github.com/NVIDIA-Merlin/core.git to commit e98eb171171a193e31f4244e3c1c562def54a967
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creating build/temp.linux-x86_64-3.8/cpp/nvtabular/inference
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+76.ge64e90f6 -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/__init__.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/__init__.o -std=c++17 -fvisibility=hidden -g0
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+76.ge64e90f6 -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/inference/__init__.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/__init__.o -std=c++17 -fvisibility=hidden -g0
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+76.ge64e90f6 -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/inference/categorify.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/categorify.o -std=c++17 -fvisibility=hidden -g0
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+76.ge64e90f6 -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/inference/fill.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/fill.o -std=c++17 -fvisibility=hidden -g0
creating build/lib.linux-x86_64-3.8
x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fwrapv -O2 build/temp.linux-x86_64-3.8/cpp/nvtabular/__init__.o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/__init__.o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/categorify.o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/fill.o -L/usr/lib -o build/lib.linux-x86_64-3.8/nvtabular_cpp.cpython-38-x86_64-linux-gnu.so
copying build/lib.linux-x86_64-3.8/nvtabular_cpp.cpython-38-x86_64-linux-gnu.so -> 
Generating nvtabular/inference/triton/model_config_pb2.py from nvtabular/inference/triton/model_config.proto
Creating /var/jenkins_home/.local/lib/python3.8/site-packages/nvtabular.egg-link (link to .)
nvtabular 0.11.0+76.ge64e90f6 is already the active version in easy-install.pth

Installed /var/jenkins_home/workspace/nvtabular_tests/nvtabular
Running black --check
All done! ✨ 🍰 ✨
131 files would be left unchanged.
Running flake8
Running isort
Skipped 2 files
Running bandit
Running pylint
************* Module bench.datasets.tools.train_hugectr
bench/datasets/tools/train_hugectr.py:28:13: I1101: Module 'hugectr' has no 'solver_parser_helper' member, but source is unavailable. Consider adding this module to extension-pkg-allow-list if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member)
bench/datasets/tools/train_hugectr.py:41:16: I1101: Module 'hugectr' has no 'optimizer' member, but source is unavailable. Consider adding this module to extension-pkg-allow-list if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member)


Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00)

Running flake8-nb
Building docs
make: Entering directory '/var/jenkins_home/workspace/nvtabular_tests/nvtabular/docs'
/usr/lib/python3/dist-packages/requests/init.py:89: RequestsDependencyWarning: urllib3 (1.26.9) or chardet (3.0.4) doesn't match a supported version!
warnings.warn("urllib3 ({}) or chardet ({}) doesn't match a supported "
/usr/local/lib/python3.8/dist-packages/recommonmark/parser.py:75: UserWarning: Container node skipped: type=document
warn("Container node skipped: type={0}".format(mdnode.t))
/usr/local/lib/python3.8/dist-packages/recommonmark/parser.py:75: UserWarning: Container node skipped: type=document
warn("Container node skipped: type={0}".format(mdnode.t))
/usr/local/lib/python3.8/dist-packages/recommonmark/parser.py:75: UserWarning: Container node skipped: type=document
warn("Container node skipped: type={0}".format(mdnode.t))
make: Leaving directory '/var/jenkins_home/workspace/nvtabular_tests/nvtabular/docs'
============================= test session starts ==============================
platform linux -- Python 3.8.10, pytest-7.1.1, pluggy-1.0.0
rootdir: /var/jenkins_home/workspace/nvtabular_tests/nvtabular, configfile: pyproject.toml
plugins: xdist-2.5.0, forked-1.4.0, cov-3.0.0
collected 1405 items / 1 skipped

tests/unit/test_dask_nvt.py ............................................ [ 3%]
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[ 8%]
tests/unit/test_notebooks.py ...... [ 8%]
tests/unit/test_tf4rec.py . [ 8%]
tests/unit/test_tools.py ...................... [ 10%]
tests/unit/test_triton_inference.py ................................ [ 12%]
tests/unit/framework_utils/test_tf_feature_columns.py . [ 12%]
tests/unit/framework_utils/test_tf_layers.py ........................... [ 14%]
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tests/unit/framework_utils/test_torch_layers.py . [ 18%]
tests/unit/loader/test_dataloader_backend.py ...... [ 18%]
tests/unit/loader/test_tf_dataloader.py ................................ [ 20%]
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tests/unit/loader/test_torch_dataloader.py ............................. [ 26%]
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tests/unit/ops/test_categorify.py ...................................... [ 32%]
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tests/unit/ops/test_column_similarity.py ........................ [ 41%]
tests/unit/ops/test_drop_low_cardinality.py .. [ 42%]
tests/unit/ops/test_fill.py ............................................ [ 45%]
........ [ 45%]
tests/unit/ops/test_groupyby.py ......... [ 46%]
tests/unit/ops/test_hash_bucket.py ......................... [ 48%]
tests/unit/ops/test_join.py ............................................ [ 51%]
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tests/unit/ops/test_lambda.py .......... [ 59%]
tests/unit/ops/test_normalize.py ....................................... [ 62%]
.. [ 62%]
tests/unit/ops/test_ops.py ............................................. [ 65%]
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tests/unit/ops/test_ops_schema.py ...................................... [ 69%]
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tests/unit/ops/test_reduce_dtype_size.py .. [ 88%]
tests/unit/ops/test_target_encode.py ..................... [ 89%]
tests/unit/workflow/test_cpu_workflow.py ...... [ 90%]
tests/unit/workflow/test_workflow.py ................................... [ 92%]
.......................................................... [ 96%]
tests/unit/workflow/test_workflow_chaining.py ... [ 96%]
tests/unit/workflow/test_workflow_node.py ........... [ 97%]
tests/unit/workflow/test_workflow_ops.py ... [ 97%]
tests/unit/workflow/test_workflow_schemas.py ........................... [ 99%]
... [100%]

=============================== warnings summary ===============================
../../../../../usr/local/lib/python3.8/dist-packages/fsspec/spec.py:92
../../../../../usr/local/lib/python3.8/dist-packages/fsspec/spec.py:92
/usr/local/lib/python3.8/dist-packages/fsspec/spec.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
if pa_version and LooseVersion(pa_version) < LooseVersion("2.0"):

../../../../../usr/lib/python3.8/site-packages/dask_cudf/core.py:32
/usr/lib/python3.8/site-packages/dask_cudf/core.py:32: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
DASK_VERSION = LooseVersion(dask.version)

../../../../../usr/local/lib/python3.8/dist-packages/setuptools/_distutils/version.py:351: 34 warnings
/usr/local/lib/python3.8/dist-packages/setuptools/_distutils/version.py:351: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
other = LooseVersion(other)

tests/unit/test_dask_nvt.py: 2 warnings
tests/unit/test_tf4rec.py: 1 warning
tests/unit/test_tools.py: 6 warnings
tests/unit/test_triton_inference.py: 8 warnings
tests/unit/loader/test_dataloader_backend.py: 6 warnings
tests/unit/loader/test_tf_dataloader.py: 142 warnings
tests/unit/loader/test_torch_dataloader.py: 93 warnings
tests/unit/ops/test_categorify.py: 64 warnings
tests/unit/ops/test_drop_low_cardinality.py: 2 warnings
tests/unit/ops/test_fill.py: 8 warnings
tests/unit/ops/test_hash_bucket.py: 4 warnings
tests/unit/ops/test_join.py: 88 warnings
tests/unit/ops/test_lambda.py: 3 warnings
tests/unit/ops/test_normalize.py: 9 warnings
tests/unit/ops/test_ops.py: 11 warnings
tests/unit/ops/test_ops_schema.py: 17 warnings
tests/unit/workflow/test_workflow.py: 34 warnings
tests/unit/workflow/test_workflow_chaining.py: 1 warning
tests/unit/workflow/test_workflow_node.py: 1 warning
tests/unit/workflow/test_workflow_schemas.py: 1 warning
/usr/lib/python3.8/site-packages/cudf/core/dataframe.py:1253: UserWarning: The deep parameter is ignored and is only included for pandas compatibility.
warnings.warn(

tests/unit/test_dask_nvt.py: 12 warnings
/core/merlin/io/dataset.py:863: UserWarning: Only created 2 files did not have enough partitions to create 8 files.
warnings.warn(

tests/unit/test_dask_nvt.py::test_merlin_core_execution_managers
/core/merlin/core/utils.py:433: UserWarning: Existing Dask-client object detected in the current context. New cuda cluster will not be deployed. Set force_new to True to ignore running clusters.
warnings.warn(

tests/unit/test_tools.py::test_inspect_datagen[uniform-parquet]
tests/unit/test_tools.py::test_inspect_datagen[uniform-parquet]
tests/unit/ops/test_ops.py::test_data_stats[True-parquet]
tests/unit/ops/test_ops.py::test_data_stats[False-parquet]
/usr/lib/python3.8/site-packages/cudf/core/series.py:923: FutureWarning: Series.set_index is deprecated and will be removed in the future
warnings.warn(

tests/unit/loader/test_tf_dataloader.py: 2 warnings
tests/unit/loader/test_torch_dataloader.py: 12 warnings
tests/unit/workflow/test_workflow.py: 9 warnings
/core/merlin/io/dataset.py:863: UserWarning: Only created 1 files did not have enough partitions to create 2 files.
warnings.warn(

tests/unit/loader/test_torch_dataloader.py::test_horovod_multigpu
tests/unit/loader/test_torch_dataloader.py::test_distributed_multigpu
/core/merlin/io/dataset.py:863: UserWarning: Only created 1 files did not have enough partitions to create 5 files.
warnings.warn(

tests/unit/ops/test_categorify.py::test_categorify_max_size[6]
tests/unit/ops/test_categorify.py::test_categorify_max_size[max_emb_size1]
/usr/lib/python3.8/site-packages/cudf/core/frame.py:3077: FutureWarning: keep_index is deprecated and will be removed in the future.
warnings.warn(

tests/unit/ops/test_fill.py::test_fill_missing[True-True-parquet]
tests/unit/ops/test_fill.py::test_fill_missing[True-False-parquet]
tests/unit/ops/test_ops.py::test_filter[parquet-0.1-True]
/var/jenkins_home/.local/lib/python3.8/site-packages/pandas/core/indexing.py:1732: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
self._setitem_single_block(indexer, value, name)

tests/unit/ops/test_ops.py::test_difference_lag[False]
/usr/lib/python3.8/site-packages/cudf/core/dataframe.py:3041: FutureWarning: The as_gpu_matrix method will be removed in a future cuDF release. Consider using to_cupy instead.
warnings.warn(

tests/unit/workflow/test_cpu_workflow.py: 6 warnings
tests/unit/workflow/test_workflow.py: 12 warnings
/core/merlin/io/dataset.py:863: UserWarning: Only created 1 files did not have enough partitions to create 10 files.
warnings.warn(

tests/unit/workflow/test_workflow.py: 48 warnings
/core/merlin/io/dataset.py:863: UserWarning: Only created 2 files did not have enough partitions to create 20 files.
warnings.warn(

tests/unit/workflow/test_workflow.py::test_parquet_output[True-Shuffle.PER_WORKER]
tests/unit/workflow/test_workflow.py::test_parquet_output[True-Shuffle.PER_PARTITION]
tests/unit/workflow/test_workflow.py::test_parquet_output[True-None]
tests/unit/workflow/test_workflow.py::test_workflow_apply[True-True-Shuffle.PER_WORKER]
tests/unit/workflow/test_workflow.py::test_workflow_apply[True-True-Shuffle.PER_PARTITION]
tests/unit/workflow/test_workflow.py::test_workflow_apply[True-True-None]
tests/unit/workflow/test_workflow.py::test_workflow_apply[False-True-Shuffle.PER_WORKER]
tests/unit/workflow/test_workflow.py::test_workflow_apply[False-True-Shuffle.PER_PARTITION]
tests/unit/workflow/test_workflow.py::test_workflow_apply[False-True-None]
/core/merlin/io/dataset.py:863: UserWarning: Only created 2 files did not have enough partitions to create 4 files.
warnings.warn(

-- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html

---------- coverage: platform linux, python 3.8.10-final-0 -----------
Name Stmts Miss Branch BrPart Cover Missing

examples/multi-gpu-movielens/torch_trainer.py 65 0 6 1 99% 32->36
examples/multi-gpu-movielens/torch_trainer_dist.py 63 0 2 0 100%
nvtabular/init.py 22 2 0 0 91% 44-45
nvtabular/dispatch.py 3 3 0 0 0% 18-23
nvtabular/framework_utils/init.py 0 0 0 0 100%
nvtabular/framework_utils/tensorflow/init.py 1 0 0 0 100%
nvtabular/framework_utils/tensorflow/feature_column_utils.py 134 78 90 15 39% 30, 99, 103, 114-130, 140, 143-158, 162, 166-167, 173-198, 207-217, 220-227, 229->233, 234, 239-279, 282
nvtabular/framework_utils/tensorflow/layers/init.py 4 0 0 0 100%
nvtabular/framework_utils/tensorflow/layers/embedding.py 153 13 89 6 90% 60, 68->49, 122, 179, 231-239, 242, 335->343, 357->360, 363-364, 367
nvtabular/framework_utils/tensorflow/layers/interaction.py 47 25 22 1 45% 49, 74-103, 106-110, 113
nvtabular/framework_utils/tensorflow/layers/outer_product.py 30 24 12 0 19% 37-38, 41-60, 71-84, 87
nvtabular/framework_utils/tensorflow/tfrecords_to_parquet.py 58 58 30 0 0% 16-111
nvtabular/framework_utils/torch/init.py 0 0 0 0 100%
nvtabular/framework_utils/torch/layers/init.py 2 0 0 0 100%
nvtabular/framework_utils/torch/layers/embeddings.py 32 2 18 2 92% 50, 91
nvtabular/framework_utils/torch/models.py 45 2 30 10 84% 55->57, 57->61, 61->63, 66->68, 87->89, 89->93, 93->96, 96->100, 103, 108
nvtabular/framework_utils/torch/utils.py 75 19 34 9 69% 22, 25-33, 51->53, 53->55, 64, 71->76, 75, 107, 118-120, 124-127, 132->115
nvtabular/graph.py 3 3 0 0 0% 18-23
nvtabular/inference/init.py 0 0 0 0 100%
nvtabular/inference/triton/init.py 36 12 14 1 58% 42-49, 68, 72, 76-82
nvtabular/inference/triton/benchmarking_tools.py 52 52 10 0 0% 2-103
nvtabular/inference/triton/data_conversions.py 87 3 58 4 95% 32-33, 84
nvtabular/inference/triton/ensemble.py 266 200 82 3 25% 73-112, 157-196, 240-288, 292-323, 381-389, 418-434, 477-520, 548-588, 594-610, 614-681, 711, 733, 739-758, 764-788, 793-796
nvtabular/inference/triton/model/init.py 0 0 0 0 100%
nvtabular/inference/triton/model/model_pt.py 101 101 42 0 0% 27-220
nvtabular/inference/triton/model_config_pb2.py 299 0 2 0 100%
nvtabular/inference/triton/workflow_model.py 55 55 24 0 0% 27-128
nvtabular/inference/workflow/init.py 0 0 0 0 100%
nvtabular/inference/workflow/base.py 113 113 62 0 0% 27-209
nvtabular/inference/workflow/hugectr.py 37 37 16 0 0% 27-87
nvtabular/inference/workflow/pytorch.py 10 10 6 0 0% 27-46
nvtabular/inference/workflow/tensorflow.py 32 32 10 0 0% 26-68
nvtabular/io.py 3 3 0 0 0% 18-23
nvtabular/loader/init.py 0 0 0 0 100%
nvtabular/loader/backend.py 371 19 154 15 94% 27-28, 112, 116->108, 125, 158-159, 299->301, 311-315, 362-363, 402->406, 403->402, 478, 482-483, 512, 588-589, 598, 624, 632
nvtabular/loader/tensorflow.py 179 26 60 10 85% 38-39, 74, 85-89, 101, 105, 115, 124, 329, 357, 368, 383-385, 414-416, 426-434, 437-440
nvtabular/loader/tf_utils.py 57 27 22 6 46% 31->34, 34->36, 41->43, 45, 46->67, 52-53, 61-63, 69-73, 88-93, 103-116
nvtabular/loader/torch.py 87 16 26 3 78% 28-30, 33-39, 114, 158-159, 164, 202, 205
nvtabular/ops/init.py 26 0 0 0 100%
nvtabular/ops/add_metadata.py 34 0 14 0 100%
nvtabular/ops/bucketize.py 40 9 20 3 73% 52-54, 58->exit, 61-64, 83-86
nvtabular/ops/categorify.py 657 71 350 50 86% 251, 253, 271, 275, 283, 291, 293, 320, 341-342, 389->393, 397-404, 450, 458, 481-482, 559-564, 635, 731, 748, 793, 871-872, 887-891, 892->856, 910, 918, 925->exit, 949, 952->955, 1004->1002, 1066-1068, 1071, 1073->1075, 1092->1096, 1098->1051, 1104-1107, 1119, 1123, 1127, 1134, 1139-1142, 1220, 1222, 1292->1315, 1298->1315, 1316-1321, 1366, 1379->1382, 1386->1391, 1390, 1396, 1399, 1407-1417
nvtabular/ops/clip.py 18 2 8 3 81% 44, 52->54, 55
nvtabular/ops/column_similarity.py 121 26 38 5 74% 19-20, 29-30, 81->exit, 111, 206-207, 216-218, 226-242, 259->262, 263, 273
nvtabular/ops/data_stats.py 56 1 24 3 95% 107->109, 111, 113->103
nvtabular/ops/difference_lag.py 43 0 14 1 98% 73->75
nvtabular/ops/drop_low_cardinality.py 23 0 8 1 97% 41->46
nvtabular/ops/dropna.py 9 0 2 0 100%
nvtabular/ops/fill.py 76 5 30 1 92% 63-67, 109
nvtabular/ops/filter.py 20 1 8 1 93% 49
nvtabular/ops/groupby.py 130 4 84 5 96% 72, 83, 93->95, 131, 221
nvtabular/ops/hash_bucket.py 43 1 22 2 95% 79, 118->124
nvtabular/ops/hashed_cross.py 38 3 17 3 89% 52, 64, 92
nvtabular/ops/join_external.py 96 8 34 8 88% 20-21, 114, 116, 118, 137->141, 150->152, 205-206, 216->227, 221
nvtabular/ops/join_groupby.py 128 5 57 6 94% 113, 120, 129, 136->135, 178->175, 181->175, 260-261
nvtabular/ops/lambdaop.py 62 13 22 3 71% 60, 64, 82, 94-109
nvtabular/ops/list_slice.py 89 29 42 0 64% 21-22, 146-160, 168-190
nvtabular/ops/logop.py 21 0 6 0 100%
nvtabular/ops/moments.py 69 0 24 0 100%
nvtabular/ops/normalize.py 93 4 22 1 94% 89, 139-140, 167
nvtabular/ops/operator.py 11 1 2 0 92% 52
nvtabular/ops/reduce_dtype_size.py 49 0 20 2 97% 68->77, 74->77
nvtabular/ops/rename.py 29 3 14 3 86% 46, 71-73
nvtabular/ops/stat_operator.py 8 0 2 0 100%
nvtabular/ops/target_encoding.py 182 9 76 5 93% 168->172, 176->185, 274, 283-284, 297-303, 396->399
nvtabular/ops/value_counts.py 34 0 6 1 98% 40->38
nvtabular/tools/init.py 0 0 0 0 100%
nvtabular/tools/data_gen.py 271 25 90 7 91% 26-27, 31-32, 129-132, 142-146, 148, 170-171, 322, 332, 358, 361-370
nvtabular/tools/dataset_inspector.py 52 8 24 2 79% 33-40, 51
nvtabular/tools/inspector_script.py 46 46 0 0 0% 17-168
nvtabular/utils.py 3 3 0 0 0% 18-23
nvtabular/worker.py 3 3 0 0 0% 18-23
nvtabular/workflow/init.py 2 0 0 0 100%
nvtabular/workflow/node.py 7 0 4 0 100%
nvtabular/workflow/workflow.py 219 17 94 12 91% 28-29, 52, 85, 206, 212->226, 239-241, 373, 388-389, 431, 508, 538, 548-550, 563

TOTAL 5330 1232 2099 214 75%
Coverage XML written to file coverage.xml

Required test coverage of 70% reached. Total coverage: 74.71%
=========================== short test summary info ============================
SKIPPED [1] ../../../../../usr/lib/python3.8/site-packages/dask_cudf/io/tests/test_s3.py:16: could not import 's3fs': cannot import name 'ParamSpec' from 'typing_extensions' (/var/jenkins_home/.local/lib/python3.8/site-packages/typing_extensions.py)
SKIPPED [1] tests/unit/loader/test_tf_dataloader.py:529: not working correctly in ci environment
========== 1404 passed, 2 skipped, 661 warnings in 1422.22s (0:23:42) ==========
Performing Post build task...
Match found for : : True
Logical operation result is TRUE
Running script : #!/bin/bash
cd /var/jenkins_home/
CUDA_VISIBLE_DEVICES=1 python test_res_push.py "https://api.GitHub.com/repos/NVIDIA-Merlin/NVTabular/issues/$ghprbPullId/comments" "/var/jenkins_home/jobs/$JOB_NAME/builds/$BUILD_NUMBER/log"
[nvtabular_tests] $ /bin/bash /tmp/jenkins3089403014118660112.sh

@karlhigley karlhigley added this to the Merlin 22.04 milestone Apr 5, 2022
@karlhigley karlhigley added the bug Something isn't working label Apr 5, 2022
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Documentation preview

https://nvidia-merlin.github.io/NVTabular/review/pr-1500

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GitHub pull request #1500 of commit 22660edfe7692cd1c4f56674b023f9957c01d2f1, no merge conflicts.
Running as SYSTEM
Setting status of 22660edfe7692cd1c4f56674b023f9957c01d2f1 to PENDING with url http://10.20.13.93:8080/job/nvtabular_tests/4422/ and message: 'Pending'
Using context: Jenkins Unit Test Run
Building on master in workspace /var/jenkins_home/workspace/nvtabular_tests
using credential nvidia-merlin-bot
Cloning the remote Git repository
Cloning repository https://github.com/NVIDIA-Merlin/NVTabular.git
 > git init /var/jenkins_home/workspace/nvtabular_tests/nvtabular # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/NVTabular.git
 > git --version # timeout=10
using GIT_ASKPASS to set credentials This is the bot credentials for our CI/CD
 > git fetch --tags --force --progress -- https://github.com/NVIDIA-Merlin/NVTabular.git +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/NVTabular.git # timeout=10
 > git config --add remote.origin.fetch +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/NVTabular.git # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/NVTabular.git
using GIT_ASKPASS to set credentials This is the bot credentials for our CI/CD
 > git fetch --tags --force --progress -- https://github.com/NVIDIA-Merlin/NVTabular.git +refs/pull/1500/*:refs/remotes/origin/pr/1500/* # timeout=10
 > git rev-parse 22660edfe7692cd1c4f56674b023f9957c01d2f1^{commit} # timeout=10
Checking out Revision 22660edfe7692cd1c4f56674b023f9957c01d2f1 (detached)
 > git config core.sparsecheckout # timeout=10
 > git checkout -f 22660edfe7692cd1c4f56674b023f9957c01d2f1 # timeout=10
Commit message: "Merge branch 'main' into criteo_update"
 > git rev-list --no-walk 267aa739b867ba6003070f6298bba97ba2a59623 # timeout=10
First time build. Skipping changelog.
[nvtabular_tests] $ /bin/bash /tmp/jenkins3197606660815353344.sh
rm: cannot remove '/var/jenkins_home/.local/lib/python3.8/site-packages/nvtabular.egg-link': No such file or directory
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Requirement already satisfied: setuptools in /usr/local/lib/python3.8/dist-packages (62.0.0)
Installing NVTabular
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Requirement already satisfied: pip in /var/jenkins_home/.local/lib/python3.8/site-packages (22.0.4)
Requirement already satisfied: setuptools in /usr/local/lib/python3.8/dist-packages (62.0.0)
Requirement already satisfied: wheel in /var/jenkins_home/.local/lib/python3.8/site-packages (0.37.1)
Requirement already satisfied: pybind11 in /var/jenkins_home/.local/lib/python3.8/site-packages (2.9.2)
Requirement already satisfied: numpy==1.20.3 in /var/jenkins_home/.local/lib/python3.8/site-packages (1.20.3)
Found existing installation: nvtabular 0.11.0+44.g50eb7ef1
Can't uninstall 'nvtabular'. No files were found to uninstall.
Found existing installation: merlin-core 0.1.1+21.g32e4695
Can't uninstall 'merlin-core'. No files were found to uninstall.
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Collecting merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git
  Cloning https://github.com/NVIDIA-Merlin/core.git to /tmp/pip-install-uibt96oj/merlin-core_8598a2bed19e4e7d892ce0c774a0b9d5
  Running command git clone --filter=blob:none --quiet https://github.com/NVIDIA-Merlin/core.git /tmp/pip-install-uibt96oj/merlin-core_8598a2bed19e4e7d892ce0c774a0b9d5
  Resolved https://github.com/NVIDIA-Merlin/core.git to commit b6508e54da2edb67f6b5fccb1a529d6422cee175
  Installing build dependencies: started
  Installing build dependencies: finished with status 'done'
  Getting requirements to build wheel: started
  Getting requirements to build wheel: finished with status 'done'
  Preparing metadata (pyproject.toml): started
  Preparing metadata (pyproject.toml): finished with status 'done'
Requirement already satisfied: distributed==2021.11.2 in /var/jenkins_home/.local/lib/python3.8/site-packages (from merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (2021.11.2)
Requirement already satisfied: packaging in /usr/local/lib/python3.8/dist-packages (from merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (21.3)
Requirement already satisfied: dask==2021.11.2 in /var/jenkins_home/.local/lib/python3.8/site-packages (from merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (2021.11.2)
Requirement already satisfied: tqdm>=4.0 in /usr/local/lib/python3.8/dist-packages (from merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (4.63.1)
Requirement already satisfied: numba>=0.53.1 in /var/jenkins_home/.local/lib/python3.8/site-packages (from merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (0.55.1)
Requirement already satisfied: tensorflow-metadata>=1.2.0 in /usr/local/lib/python3.8/dist-packages (from merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (1.7.0)
Requirement already satisfied: pyarrow>=1.0 in /usr/local/lib/python3.8/dist-packages (from merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (5.0.0)
Requirement already satisfied: protobuf>=3.0.0 in /usr/local/lib/python3.8/dist-packages (from merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (3.20.0)
Requirement already satisfied: betterproto<2.0.0 in /usr/local/lib/python3.8/dist-packages (from merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (1.2.5)
Requirement already satisfied: pandas<1.4.0dev0,>=1.2.0 in /var/jenkins_home/.local/lib/python3.8/site-packages (from merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (1.3.5)
Requirement already satisfied: pyyaml in /var/jenkins_home/.local/lib/python3.8/site-packages/PyYAML-5.4.1-py3.8-linux-x86_64.egg (from dask==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (5.4.1)
Requirement already satisfied: fsspec>=0.6.0 in /usr/local/lib/python3.8/dist-packages (from dask==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (2021.11.0)
Requirement already satisfied: cloudpickle>=1.1.1 in /usr/local/lib/python3.8/dist-packages (from dask==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (2.0.0)
Requirement already satisfied: partd>=0.3.10 in /var/jenkins_home/.local/lib/python3.8/site-packages/partd-1.2.0-py3.8.egg (from dask==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (1.2.0)
Requirement already satisfied: toolz>=0.8.2 in /usr/local/lib/python3.8/dist-packages (from dask==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (0.11.2)
Requirement already satisfied: msgpack>=0.6.0 in /usr/local/lib/python3.8/dist-packages (from distributed==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (1.0.3)
Requirement already satisfied: setuptools in /usr/local/lib/python3.8/dist-packages (from distributed==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (62.0.0)
Requirement already satisfied: zict>=0.1.3 in /var/jenkins_home/.local/lib/python3.8/site-packages/zict-2.0.0-py3.8.egg (from distributed==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (2.0.0)
Requirement already satisfied: tornado>=6.0.3 in /var/jenkins_home/.local/lib/python3.8/site-packages/tornado-6.1-py3.8-linux-x86_64.egg (from distributed==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (6.1)
Requirement already satisfied: click>=6.6 in /usr/local/lib/python3.8/dist-packages (from distributed==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (8.0.4)
Requirement already satisfied: psutil>=5.0 in /var/jenkins_home/.local/lib/python3.8/site-packages/psutil-5.8.0-py3.8-linux-x86_64.egg (from distributed==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (5.8.0)
Requirement already satisfied: tblib>=1.6.0 in /var/jenkins_home/.local/lib/python3.8/site-packages/tblib-1.7.0-py3.8.egg (from distributed==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (1.7.0)
Requirement already satisfied: sortedcontainers!=2.0.0,!=2.0.1 in /var/jenkins_home/.local/lib/python3.8/site-packages/sortedcontainers-2.4.0-py3.8.egg (from distributed==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (2.4.0)
Requirement already satisfied: jinja2 in /usr/local/lib/python3.8/dist-packages (from distributed==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (3.0.3)
Requirement already satisfied: stringcase in /usr/local/lib/python3.8/dist-packages (from betterproto<2.0.0->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (1.2.0)
Requirement already satisfied: grpclib in /usr/local/lib/python3.8/dist-packages (from betterproto<2.0.0->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (0.4.2)
Requirement already satisfied: numpy<1.22,>=1.18 in /var/jenkins_home/.local/lib/python3.8/site-packages (from numba>=0.53.1->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (1.20.3)
Requirement already satisfied: llvmlite<0.39,>=0.38.0rc1 in /usr/local/lib/python3.8/dist-packages (from numba>=0.53.1->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (0.38.0)
Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.8/dist-packages (from packaging->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (3.0.7)
Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.8/dist-packages (from pandas<1.4.0dev0,>=1.2.0->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (2.8.2)
Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.8/dist-packages (from pandas<1.4.0dev0,>=1.2.0->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (2022.1)
Requirement already satisfied: googleapis-common-protos<2,>=1.52.0 in /usr/local/lib/python3.8/dist-packages (from tensorflow-metadata>=1.2.0->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (1.56.0)
Requirement already satisfied: absl-py<2.0.0,>=0.9 in /var/jenkins_home/.local/lib/python3.8/site-packages/absl_py-0.12.0-py3.8.egg (from tensorflow-metadata>=1.2.0->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (0.12.0)
Requirement already satisfied: six in /var/jenkins_home/.local/lib/python3.8/site-packages (from absl-py<2.0.0,>=0.9->tensorflow-metadata>=1.2.0->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (1.15.0)
Requirement already satisfied: locket in /var/jenkins_home/.local/lib/python3.8/site-packages/locket-0.2.1-py3.8.egg (from partd>=0.3.10->dask==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (0.2.1)
Requirement already satisfied: heapdict in /var/jenkins_home/.local/lib/python3.8/site-packages/HeapDict-1.0.1-py3.8.egg (from zict>=0.1.3->distributed==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (1.0.1)
Requirement already satisfied: h2<5,>=3.1.0 in /usr/local/lib/python3.8/dist-packages (from grpclib->betterproto<2.0.0->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (4.1.0)
Requirement already satisfied: multidict in /usr/local/lib/python3.8/dist-packages (from grpclib->betterproto<2.0.0->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (6.0.2)
Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.8/dist-packages (from jinja2->distributed==2021.11.2->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (2.0.1)
Requirement already satisfied: hpack<5,>=4.0 in /usr/local/lib/python3.8/dist-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (4.0.0)
Requirement already satisfied: hyperframe<7,>=6.0 in /usr/local/lib/python3.8/dist-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git) (6.0.1)
Building wheels for collected packages: merlin-core
  Building wheel for merlin-core (pyproject.toml): started
  Building wheel for merlin-core (pyproject.toml): finished with status 'done'
  Created wheel for merlin-core: filename=merlin_core-0.1.1+31.gb6508e5-py3-none-any.whl size=131948 sha256=74fdb7e614ed4aee2c5a40088082a60aab8b2320296e3212312ca6795a79c617
  Stored in directory: /tmp/pip-ephem-wheel-cache-8oqytzmi/wheels/c8/38/16/a6968787eafcec5fa772148af8408b089562f71af0752e8e84
Successfully built merlin-core
Installing collected packages: merlin-core
Successfully installed merlin-core-0.1.1+31.gb6508e5
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Requirement already satisfied: natsort==8.1.0 in /var/jenkins_home/.local/lib/python3.8/site-packages (8.1.0)
running develop
running egg_info
creating nvtabular.egg-info
writing nvtabular.egg-info/PKG-INFO
writing dependency_links to nvtabular.egg-info/dependency_links.txt
writing requirements to nvtabular.egg-info/requires.txt
writing top-level names to nvtabular.egg-info/top_level.txt
writing manifest file 'nvtabular.egg-info/SOURCES.txt'
/usr/local/lib/python3.8/dist-packages/setuptools/command/easy_install.py:144: EasyInstallDeprecationWarning: easy_install command is deprecated. Use build and pip and other standards-based tools.
  warnings.warn(
/usr/local/lib/python3.8/dist-packages/setuptools/command/install.py:34: SetuptoolsDeprecationWarning: setup.py install is deprecated. Use build and pip and other standards-based tools.
  warnings.warn(
package init file 'ci/__init__.py' not found (or not a regular file)
package init file 'images/__init__.py' not found (or not a regular file)
package init file 'docs/__init__.py' not found (or not a regular file)
package init file 'cpp/__init__.py' not found (or not a regular file)
package init file 'bench/__init__.py' not found (or not a regular file)
package init file 'merlin/__init__.py' not found (or not a regular file)
package init file 'examples/__init__.py' not found (or not a regular file)
package init file 'conda/__init__.py' not found (or not a regular file)
package init file 'docs/source/__init__.py' not found (or not a regular file)
package init file 'docs/source/_templates/__init__.py' not found (or not a regular file)
package init file 'docs/source/images/__init__.py' not found (or not a regular file)
package init file 'docs/source/training/__init__.py' not found (or not a regular file)
package init file 'docs/source/api/__init__.py' not found (or not a regular file)
package init file 'docs/source/examples/__init__.py' not found (or not a regular file)
package init file 'docs/source/resources/__init__.py' not found (or not a regular file)
package init file 'docs/source/api/ops/__init__.py' not found (or not a regular file)
package init file 'docs/source/api/workflow/__init__.py' not found (or not a regular file)
package init file 'docs/source/examples/getting-started-movielens/__init__.py' not found (or not a regular file)
package init file 'docs/source/examples/tabular-data-rossmann/__init__.py' not found (or not a regular file)
package init file 'docs/source/examples/advanced-ops-outbrain/__init__.py' not found (or not a regular file)
package init file 'docs/source/examples/scaling-criteo/__init__.py' not found (or not a regular file)
package init file 'docs/source/examples/winning-solution-recsys2020-twitter/__init__.py' not found (or not a regular file)
package init file 'docs/source/examples/scaling-criteo/imgs/__init__.py' not found (or not a regular file)
package init file 'cpp/nvtabular/__init__.py' not found (or not a regular file)
package init file 'cpp/nvtabular/inference/__init__.py' not found (or not a regular file)
package init file 'bench/datasets/__init__.py' not found (or not a regular file)
package init file 'bench/torch/__init__.py' not found (or not a regular file)
package init file 'bench/examples/__init__.py' not found (or not a regular file)
package init file 'bench/datasets/configs/__init__.py' not found (or not a regular file)
package init file 'bench/datasets/tools/__init__.py' not found (or not a regular file)
package init file 'bench/torch/criteo/__init__.py' not found (or not a regular file)
package init file 'examples/tensorflow/__init__.py' not found (or not a regular file)
package init file 'examples/getting-started-movielens/__init__.py' not found (or not a regular file)
package init file 'examples/multi-gpu-toy-example/__init__.py' not found (or not a regular file)
package init file 'examples/tabular-data-rossmann/__init__.py' not found (or not a regular file)
package init file 'examples/advanced-ops-outbrain/__init__.py' not found (or not a regular file)
package init file 'examples/multi-gpu-movielens/__init__.py' not found (or not a regular file)
package init file 'examples/scaling-criteo/__init__.py' not found (or not a regular file)
package init file 'examples/winning-solution-recsys2020-twitter/__init__.py' not found (or not a regular file)
package init file 'examples/tensorflow/docker/__init__.py' not found (or not a regular file)
package init file 'examples/tensorflow/imgs/__init__.py' not found (or not a regular file)
package init file 'examples/getting-started-movielens/imgs/__init__.py' not found (or not a regular file)
package init file 'examples/scaling-criteo/imgs/__init__.py' not found (or not a regular file)
package init file 'tests/integration/__init__.py' not found (or not a regular file)
package init file 'tests/integration/common/__init__.py' not found (or not a regular file)
package init file 'tests/integration/common/parsers/__init__.py' not found (or not a regular file)
package init file 'tests/unit/loader/__init__.py' not found (or not a regular file)
package init file 'tests/unit/framework_utils/__init__.py' not found (or not a regular file)
package init file 'tests/unit/ops/__init__.py' not found (or not a regular file)
package init file 'tests/unit/workflow/__init__.py' not found (or not a regular file)
package init file 'conda/environments/__init__.py' not found (or not a regular file)
package init file 'conda/recipes/__init__.py' not found (or not a regular file)
reading manifest template 'MANIFEST.in'
warning: no files found matching '*.h' under directory 'cpp'
warning: no files found matching '*.cu' under directory 'cpp'
warning: no files found matching '*.cuh' under directory 'cpp'
adding license file 'LICENSE'
writing manifest file 'nvtabular.egg-info/SOURCES.txt'
running build_ext
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -I/usr/include/python3.8 -c flagcheck.cpp -o flagcheck.o -std=c++17
building 'nvtabular_cpp' extension
creating build
creating build/temp.linux-x86_64-3.8
creating build/temp.linux-x86_64-3.8/cpp
creating build/temp.linux-x86_64-3.8/cpp/nvtabular
creating build/temp.linux-x86_64-3.8/cpp/nvtabular/inference
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+81.g22660edf -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/__init__.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/__init__.o -std=c++17 -fvisibility=hidden -g0
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+81.g22660edf -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/inference/__init__.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/__init__.o -std=c++17 -fvisibility=hidden -g0
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+81.g22660edf -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/inference/categorify.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/categorify.o -std=c++17 -fvisibility=hidden -g0
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+81.g22660edf -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/inference/fill.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/fill.o -std=c++17 -fvisibility=hidden -g0
creating build/lib.linux-x86_64-3.8
x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fwrapv -O2 build/temp.linux-x86_64-3.8/cpp/nvtabular/__init__.o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/__init__.o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/categorify.o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/fill.o -L/usr/lib -o build/lib.linux-x86_64-3.8/nvtabular_cpp.cpython-38-x86_64-linux-gnu.so
copying build/lib.linux-x86_64-3.8/nvtabular_cpp.cpython-38-x86_64-linux-gnu.so -> 
Generating nvtabular/inference/triton/model_config_pb2.py from nvtabular/inference/triton/model_config.proto
Creating /var/jenkins_home/.local/lib/python3.8/site-packages/nvtabular.egg-link (link to .)
nvtabular 0.11.0+81.g22660edf is already the active version in easy-install.pth

Installed /var/jenkins_home/workspace/nvtabular_tests/nvtabular
Running black --check
All done! ✨ 🍰 ✨
132 files would be left unchanged.
Running flake8
Running isort
Skipped 2 files
Running bandit
Running pylint
************* Module bench.datasets.tools.train_hugectr
bench/datasets/tools/train_hugectr.py:28:13: I1101: Module 'hugectr' has no 'solver_parser_helper' member, but source is unavailable. Consider adding this module to extension-pkg-allow-list if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member)
bench/datasets/tools/train_hugectr.py:41:16: I1101: Module 'hugectr' has no 'optimizer' member, but source is unavailable. Consider adding this module to extension-pkg-allow-list if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member)


Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00)

Running flake8-nb
Building docs
make: Entering directory '/var/jenkins_home/workspace/nvtabular_tests/nvtabular/docs'
/usr/lib/python3/dist-packages/requests/init.py:89: RequestsDependencyWarning: urllib3 (1.26.9) or chardet (3.0.4) doesn't match a supported version!
warnings.warn("urllib3 ({}) or chardet ({}) doesn't match a supported "
/usr/local/lib/python3.8/dist-packages/recommonmark/parser.py:75: UserWarning: Container node skipped: type=document
warn("Container node skipped: type={0}".format(mdnode.t))
/usr/local/lib/python3.8/dist-packages/recommonmark/parser.py:75: UserWarning: Container node skipped: type=document
warn("Container node skipped: type={0}".format(mdnode.t))
/usr/local/lib/python3.8/dist-packages/recommonmark/parser.py:75: UserWarning: Container node skipped: type=document
warn("Container node skipped: type={0}".format(mdnode.t))
make: Leaving directory '/var/jenkins_home/workspace/nvtabular_tests/nvtabular/docs'
============================= test session starts ==============================
platform linux -- Python 3.8.10, pytest-7.1.1, pluggy-1.0.0
rootdir: /var/jenkins_home/workspace/nvtabular_tests/nvtabular, configfile: pyproject.toml
plugins: xdist-2.5.0, forked-1.4.0, cov-3.0.0
collected 1405 items / 1 skipped

tests/unit/test_dask_nvt.py ............................................ [ 3%]
........................................................................ [ 8%]
[ 8%]
tests/unit/test_notebooks.py ...... [ 8%]
tests/unit/test_tf4rec.py . [ 8%]
tests/unit/test_tools.py ...................... [ 10%]
tests/unit/test_triton_inference.py ................................ [ 12%]
tests/unit/framework_utils/test_tf_feature_columns.py . [ 12%]
tests/unit/framework_utils/test_tf_layers.py ........................... [ 14%]
................................................... [ 18%]
tests/unit/framework_utils/test_torch_layers.py . [ 18%]
tests/unit/loader/test_dataloader_backend.py ...... [ 18%]
tests/unit/loader/test_tf_dataloader.py ................................ [ 20%]
........................................s.. [ 24%]
tests/unit/loader/test_torch_dataloader.py ............................. [ 26%]
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tests/unit/ops/test_categorify.py ...................................... [ 32%]
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................................ [ 40%]
tests/unit/ops/test_column_similarity.py ........................ [ 41%]
tests/unit/ops/test_drop_low_cardinality.py .. [ 42%]
tests/unit/ops/test_fill.py ............................................ [ 45%]
........ [ 45%]
tests/unit/ops/test_groupyby.py ......... [ 46%]
tests/unit/ops/test_hash_bucket.py ......................... [ 48%]
tests/unit/ops/test_join.py ............................................ [ 51%]
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.................................. [ 58%]
tests/unit/ops/test_lambda.py .......... [ 59%]
tests/unit/ops/test_normalize.py ....................................... [ 62%]
.. [ 62%]
tests/unit/ops/test_ops.py ............................................. [ 65%]
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tests/unit/ops/test_ops_schema.py ...................................... [ 69%]
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tests/unit/ops/test_reduce_dtype_size.py .. [ 88%]
tests/unit/ops/test_target_encode.py ..................... [ 89%]
tests/unit/workflow/test_cpu_workflow.py ...... [ 90%]
tests/unit/workflow/test_workflow.py ................................... [ 92%]
.......................................................... [ 96%]
tests/unit/workflow/test_workflow_chaining.py ... [ 96%]
tests/unit/workflow/test_workflow_node.py ........... [ 97%]
tests/unit/workflow/test_workflow_ops.py ... [ 97%]
tests/unit/workflow/test_workflow_schemas.py ........................... [ 99%]
... [100%]

=============================== warnings summary ===============================
../../../../../usr/local/lib/python3.8/dist-packages/fsspec/spec.py:92
../../../../../usr/local/lib/python3.8/dist-packages/fsspec/spec.py:92
/usr/local/lib/python3.8/dist-packages/fsspec/spec.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
if pa_version and LooseVersion(pa_version) < LooseVersion("2.0"):

../../../../../usr/lib/python3.8/site-packages/dask_cudf/core.py:32
/usr/lib/python3.8/site-packages/dask_cudf/core.py:32: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
DASK_VERSION = LooseVersion(dask.version)

../../../../../usr/local/lib/python3.8/dist-packages/setuptools/_distutils/version.py:351: 34 warnings
/usr/local/lib/python3.8/dist-packages/setuptools/_distutils/version.py:351: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
other = LooseVersion(other)

nvtabular/loader/init.py:19
/var/jenkins_home/workspace/nvtabular_tests/nvtabular/nvtabular/loader/init.py:19: DeprecationWarning: The nvtabular.loader module has moved to merlin.models.loader. Support for importing from nvtabular.loader is deprecated, and will be removed in a future version. Please update your imports to refer to merlin.models.loader.
warnings.warn(

tests/unit/test_dask_nvt.py: 2 warnings
tests/unit/test_tf4rec.py: 1 warning
tests/unit/test_tools.py: 6 warnings
tests/unit/test_triton_inference.py: 8 warnings
tests/unit/loader/test_dataloader_backend.py: 6 warnings
tests/unit/loader/test_tf_dataloader.py: 142 warnings
tests/unit/loader/test_torch_dataloader.py: 93 warnings
tests/unit/ops/test_categorify.py: 64 warnings
tests/unit/ops/test_drop_low_cardinality.py: 2 warnings
tests/unit/ops/test_fill.py: 8 warnings
tests/unit/ops/test_hash_bucket.py: 4 warnings
tests/unit/ops/test_join.py: 88 warnings
tests/unit/ops/test_lambda.py: 3 warnings
tests/unit/ops/test_normalize.py: 9 warnings
tests/unit/ops/test_ops.py: 11 warnings
tests/unit/ops/test_ops_schema.py: 17 warnings
tests/unit/workflow/test_workflow.py: 34 warnings
tests/unit/workflow/test_workflow_chaining.py: 1 warning
tests/unit/workflow/test_workflow_node.py: 1 warning
tests/unit/workflow/test_workflow_schemas.py: 1 warning
/usr/lib/python3.8/site-packages/cudf/core/dataframe.py:1253: UserWarning: The deep parameter is ignored and is only included for pandas compatibility.
warnings.warn(

tests/unit/test_dask_nvt.py: 12 warnings
/core/merlin/io/dataset.py:863: UserWarning: Only created 2 files did not have enough partitions to create 8 files.
warnings.warn(

tests/unit/test_dask_nvt.py::test_merlin_core_execution_managers
/core/merlin/core/utils.py:433: UserWarning: Existing Dask-client object detected in the current context. New cuda cluster will not be deployed. Set force_new to True to ignore running clusters.
warnings.warn(

tests/unit/test_tools.py::test_inspect_datagen[uniform-parquet]
tests/unit/test_tools.py::test_inspect_datagen[uniform-parquet]
tests/unit/ops/test_ops.py::test_data_stats[True-parquet]
tests/unit/ops/test_ops.py::test_data_stats[False-parquet]
/usr/lib/python3.8/site-packages/cudf/core/series.py:923: FutureWarning: Series.set_index is deprecated and will be removed in the future
warnings.warn(

tests/unit/loader/test_tf_dataloader.py: 2 warnings
tests/unit/loader/test_torch_dataloader.py: 12 warnings
tests/unit/workflow/test_workflow.py: 9 warnings
/core/merlin/io/dataset.py:863: UserWarning: Only created 1 files did not have enough partitions to create 2 files.
warnings.warn(

tests/unit/loader/test_torch_dataloader.py::test_horovod_multigpu
tests/unit/loader/test_torch_dataloader.py::test_distributed_multigpu
/core/merlin/io/dataset.py:863: UserWarning: Only created 1 files did not have enough partitions to create 5 files.
warnings.warn(

tests/unit/ops/test_categorify.py::test_categorify_max_size[6]
tests/unit/ops/test_categorify.py::test_categorify_max_size[max_emb_size1]
/usr/lib/python3.8/site-packages/cudf/core/frame.py:3077: FutureWarning: keep_index is deprecated and will be removed in the future.
warnings.warn(

tests/unit/ops/test_fill.py::test_fill_missing[True-True-parquet]
tests/unit/ops/test_fill.py::test_fill_missing[True-False-parquet]
tests/unit/ops/test_ops.py::test_filter[parquet-0.1-True]
/var/jenkins_home/.local/lib/python3.8/site-packages/pandas/core/indexing.py:1732: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
self._setitem_single_block(indexer, value, name)

tests/unit/ops/test_ops.py::test_difference_lag[False]
/usr/lib/python3.8/site-packages/cudf/core/dataframe.py:3041: FutureWarning: The as_gpu_matrix method will be removed in a future cuDF release. Consider using to_cupy instead.
warnings.warn(

tests/unit/workflow/test_cpu_workflow.py: 6 warnings
tests/unit/workflow/test_workflow.py: 12 warnings
/core/merlin/io/dataset.py:863: UserWarning: Only created 1 files did not have enough partitions to create 10 files.
warnings.warn(

tests/unit/workflow/test_workflow.py: 48 warnings
/core/merlin/io/dataset.py:863: UserWarning: Only created 2 files did not have enough partitions to create 20 files.
warnings.warn(

tests/unit/workflow/test_workflow.py::test_parquet_output[True-Shuffle.PER_WORKER]
tests/unit/workflow/test_workflow.py::test_parquet_output[True-Shuffle.PER_PARTITION]
tests/unit/workflow/test_workflow.py::test_parquet_output[True-None]
tests/unit/workflow/test_workflow.py::test_workflow_apply[True-True-Shuffle.PER_WORKER]
tests/unit/workflow/test_workflow.py::test_workflow_apply[True-True-Shuffle.PER_PARTITION]
tests/unit/workflow/test_workflow.py::test_workflow_apply[True-True-None]
tests/unit/workflow/test_workflow.py::test_workflow_apply[False-True-Shuffle.PER_WORKER]
tests/unit/workflow/test_workflow.py::test_workflow_apply[False-True-Shuffle.PER_PARTITION]
tests/unit/workflow/test_workflow.py::test_workflow_apply[False-True-None]
/core/merlin/io/dataset.py:863: UserWarning: Only created 2 files did not have enough partitions to create 4 files.
warnings.warn(

-- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html

---------- coverage: platform linux, python 3.8.10-final-0 -----------
Name Stmts Miss Branch BrPart Cover Missing

examples/multi-gpu-movielens/torch_trainer.py 65 0 6 1 99% 32->36
examples/multi-gpu-movielens/torch_trainer_dist.py 63 0 2 0 100%
nvtabular/init.py 22 2 0 0 91% 44-45
nvtabular/dispatch.py 3 3 0 0 0% 18-23
nvtabular/framework_utils/init.py 2 0 0 0 100%
nvtabular/framework_utils/tensorflow/init.py 1 0 0 0 100%
nvtabular/framework_utils/tensorflow/feature_column_utils.py 134 78 90 15 39% 30, 99, 103, 114-130, 140, 143-158, 162, 166-167, 173-198, 207-217, 220-227, 229->233, 234, 239-279, 282
nvtabular/framework_utils/tensorflow/layers/init.py 4 0 0 0 100%
nvtabular/framework_utils/tensorflow/layers/embedding.py 153 13 89 6 90% 60, 68->49, 122, 179, 231-239, 242, 335->343, 357->360, 363-364, 367
nvtabular/framework_utils/tensorflow/layers/interaction.py 47 25 22 1 45% 49, 74-103, 106-110, 113
nvtabular/framework_utils/tensorflow/layers/outer_product.py 30 24 12 0 19% 37-38, 41-60, 71-84, 87
nvtabular/framework_utils/tensorflow/tfrecords_to_parquet.py 58 58 30 0 0% 16-111
nvtabular/framework_utils/torch/init.py 0 0 0 0 100%
nvtabular/framework_utils/torch/layers/init.py 2 0 0 0 100%
nvtabular/framework_utils/torch/layers/embeddings.py 32 2 18 2 92% 50, 91
nvtabular/framework_utils/torch/models.py 45 2 30 10 84% 55->57, 57->61, 61->63, 66->68, 87->89, 89->93, 93->96, 96->100, 103, 108
nvtabular/framework_utils/torch/utils.py 75 19 34 9 69% 22, 25-33, 51->53, 53->55, 64, 71->76, 75, 107, 118-120, 124-127, 132->115
nvtabular/graph.py 3 3 0 0 0% 18-23
nvtabular/inference/init.py 2 0 0 0 100%
nvtabular/inference/triton/init.py 36 12 14 1 58% 42-49, 68, 72, 76-82
nvtabular/inference/triton/benchmarking_tools.py 52 52 10 0 0% 2-103
nvtabular/inference/triton/data_conversions.py 87 3 58 4 95% 32-33, 84
nvtabular/inference/triton/ensemble.py 266 200 82 3 25% 73-112, 157-196, 240-288, 292-323, 381-389, 418-434, 477-520, 548-588, 594-610, 614-681, 711, 733, 739-758, 764-788, 793-796
nvtabular/inference/triton/model/init.py 0 0 0 0 100%
nvtabular/inference/triton/model/model_pt.py 101 101 42 0 0% 27-220
nvtabular/inference/triton/model_config_pb2.py 299 0 2 0 100%
nvtabular/inference/triton/workflow_model.py 55 55 24 0 0% 27-128
nvtabular/inference/workflow/init.py 0 0 0 0 100%
nvtabular/inference/workflow/base.py 113 113 62 0 0% 27-209
nvtabular/inference/workflow/hugectr.py 37 37 16 0 0% 27-87
nvtabular/inference/workflow/pytorch.py 10 10 6 0 0% 27-46
nvtabular/inference/workflow/tensorflow.py 32 32 10 0 0% 26-68
nvtabular/io.py 3 3 0 0 0% 18-23
nvtabular/loader/init.py 2 0 0 0 100%
nvtabular/loader/backend.py 371 19 154 15 94% 27-28, 112, 116->108, 142, 158-159, 299->301, 311-315, 362-363, 402->406, 403->402, 478, 482-483, 512, 588-589, 598, 624, 632
nvtabular/loader/tensorflow.py 179 26 60 10 85% 38-39, 74, 85-89, 101, 105, 115, 124, 329, 357, 368, 383-385, 414-416, 426-434, 437-440
nvtabular/loader/tf_utils.py 57 27 22 6 46% 31->34, 34->36, 41->43, 45, 46->67, 52-53, 61-63, 69-73, 88-93, 103-116
nvtabular/loader/torch.py 87 16 26 3 78% 28-30, 33-39, 114, 158-159, 164, 202, 205
nvtabular/ops/init.py 26 0 0 0 100%
nvtabular/ops/add_metadata.py 34 0 14 0 100%
nvtabular/ops/bucketize.py 40 9 20 3 73% 52-54, 58->exit, 61-64, 83-86
nvtabular/ops/categorify.py 657 71 350 50 86% 251, 253, 271, 275, 283, 291, 293, 320, 341-342, 389->393, 397-404, 450, 458, 481-482, 559-564, 635, 731, 748, 793, 871-872, 887-891, 892->856, 910, 918, 925->exit, 949, 952->955, 1004->1002, 1066-1068, 1071, 1073->1075, 1092->1096, 1098->1051, 1104-1107, 1119, 1123, 1127, 1134, 1139-1142, 1220, 1222, 1292->1315, 1298->1315, 1316-1321, 1366, 1379->1382, 1386->1391, 1390, 1396, 1399, 1407-1417
nvtabular/ops/clip.py 18 2 8 3 81% 44, 52->54, 55
nvtabular/ops/column_similarity.py 121 26 38 5 74% 19-20, 29-30, 81->exit, 111, 206-207, 216-218, 226-242, 259->262, 263, 273
nvtabular/ops/data_stats.py 56 1 24 3 95% 107->109, 111, 113->103
nvtabular/ops/difference_lag.py 43 0 14 1 98% 73->75
nvtabular/ops/drop_low_cardinality.py 23 0 8 1 97% 41->46
nvtabular/ops/dropna.py 9 0 2 0 100%
nvtabular/ops/fill.py 76 5 30 1 92% 63-67, 109
nvtabular/ops/filter.py 20 1 8 1 93% 49
nvtabular/ops/groupby.py 130 4 84 5 96% 72, 83, 93->95, 131, 221
nvtabular/ops/hash_bucket.py 43 1 22 2 95% 79, 118->124
nvtabular/ops/hashed_cross.py 38 3 17 3 89% 52, 64, 92
nvtabular/ops/join_external.py 96 8 34 8 88% 20-21, 114, 116, 118, 137->141, 150->152, 205-206, 216->227, 221
nvtabular/ops/join_groupby.py 128 5 57 6 94% 113, 120, 129, 136->135, 178->175, 181->175, 260-261
nvtabular/ops/lambdaop.py 62 13 22 3 71% 60, 64, 82, 94-109
nvtabular/ops/list_slice.py 89 29 42 0 64% 21-22, 146-160, 168-190
nvtabular/ops/logop.py 21 0 6 0 100%
nvtabular/ops/moments.py 69 0 24 0 100%
nvtabular/ops/normalize.py 93 4 22 1 94% 89, 139-140, 167
nvtabular/ops/operator.py 11 1 2 0 92% 52
nvtabular/ops/reduce_dtype_size.py 49 0 20 2 97% 68->77, 74->77
nvtabular/ops/rename.py 29 3 14 3 86% 46, 71-73
nvtabular/ops/stat_operator.py 8 0 2 0 100%
nvtabular/ops/target_encoding.py 182 9 76 5 93% 168->172, 176->185, 274, 283-284, 297-303, 396->399
nvtabular/ops/value_counts.py 34 0 6 1 98% 40->38
nvtabular/tools/init.py 0 0 0 0 100%
nvtabular/tools/data_gen.py 271 25 90 7 91% 26-27, 31-32, 129-132, 142-146, 148, 170-171, 322, 332, 358, 361-370
nvtabular/tools/dataset_inspector.py 52 8 24 2 79% 33-40, 51
nvtabular/tools/inspector_script.py 46 46 0 0 0% 17-168
nvtabular/utils.py 3 3 0 0 0% 18-23
nvtabular/worker.py 3 3 0 0 0% 18-23
nvtabular/workflow/init.py 2 0 0 0 100%
nvtabular/workflow/node.py 7 0 4 0 100%
nvtabular/workflow/workflow.py 219 17 94 12 91% 28-29, 52, 85, 206, 212->226, 239-241, 373, 388-389, 431, 508, 538, 548-550, 563

TOTAL 5336 1232 2099 214 75%
Coverage XML written to file coverage.xml

Required test coverage of 70% reached. Total coverage: 74.73%
=========================== short test summary info ============================
SKIPPED [1] ../../../../../usr/lib/python3.8/site-packages/dask_cudf/io/tests/test_s3.py:16: could not import 's3fs': cannot import name 'ParamSpec' from 'typing_extensions' (/var/jenkins_home/.local/lib/python3.8/site-packages/typing_extensions.py)
SKIPPED [1] tests/unit/loader/test_tf_dataloader.py:529: not working correctly in ci environment
========== 1404 passed, 2 skipped, 662 warnings in 1196.94s (0:19:56) ==========
Performing Post build task...
Match found for : : True
Logical operation result is TRUE
Running script : #!/bin/bash
cd /var/jenkins_home/
CUDA_VISIBLE_DEVICES=1 python test_res_push.py "https://api.GitHub.com/repos/NVIDIA-Merlin/NVTabular/issues/$ghprbPullId/comments" "/var/jenkins_home/jobs/$JOB_NAME/builds/$BUILD_NUMBER/log"
[nvtabular_tests] $ /bin/bash /tmp/jenkins855652275910924162.sh

@karlhigley karlhigley merged commit b6ab836 into NVIDIA-Merlin:main Apr 5, 2022
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