the first version of VITA reproduction, but semm no valid

detectron2/.circleci/config.yml

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+version: 2.1
+
+# -------------------------------------------------------------------------------------
+# Environments to run the jobs in
+# -------------------------------------------------------------------------------------
+cpu: &cpu
+  machine:
+    image: ubuntu-2004:202107-02
+  resource_class: medium
+
+gpu: &gpu
+  machine:
+    # NOTE: use a cuda vesion that's supported by all our pytorch versions
+    image: ubuntu-1604-cuda-11.1:202012-01
+  resource_class: gpu.nvidia.small
+
+windows-cpu: &windows_cpu
+  machine:
+    resource_class: windows.medium
+    image: windows-server-2019-vs2019:stable
+    shell: powershell.exe
+
+# windows-gpu: &windows_gpu
+#     machine:
+#       resource_class: windows.gpu.nvidia.medium
+#       image: windows-server-2019-nvidia:stable
+
+version_parameters: &version_parameters
+  parameters:
+    pytorch_version:
+      type: string
+    torchvision_version:
+      type: string
+    pytorch_index:
+      type: string
+      # use test wheels index to have access to RC wheels
+      # https://download.pytorch.org/whl/test/torch_test.html
+      default: "https://download.pytorch.org/whl/torch_stable.html"
+    python_version:  # NOTE: only affect linux
+      type: string
+      default: '3.7.9'
+
+  environment:
+    PYTORCH_VERSION: << parameters.pytorch_version >>
+    TORCHVISION_VERSION: << parameters.torchvision_version >>
+    PYTORCH_INDEX: << parameters.pytorch_index >>
+    PYTHON_VERSION: << parameters.python_version>>
+    # point datasets to ~/.torch so it's cached in CI
+    DETECTRON2_DATASETS: ~/.torch/datasets
+
+# -------------------------------------------------------------------------------------
+# Re-usable commands
+# -------------------------------------------------------------------------------------
+# install_nvidia_driver: &install_nvidia_driver
+#   - run:
+#       name: Install nvidia driver
+#       working_directory: ~/
+#       command: |
+#         wget -q 'https://s3.amazonaws.com/ossci-linux/nvidia_driver/NVIDIA-Linux-x86_64-430.40.run'
+#         sudo /bin/bash ./NVIDIA-Linux-x86_64-430.40.run -s --no-drm
+#         nvidia-smi
+
+add_ssh_keys: &add_ssh_keys
+  # https://circleci.com/docs/2.0/add-ssh-key/
+  - add_ssh_keys:
+      fingerprints:
+        - "e4:13:f2:22:d4:49:e8:e4:57:5a:ac:20:2f:3f:1f:ca"
+
+install_python: &install_python
+  - run:
+      name: Install Python
+      working_directory: ~/
+      command: |
+        # upgrade pyenv
+        cd /opt/circleci/.pyenv/plugins/python-build/../.. && git pull && cd -
+        pyenv install -s $PYTHON_VERSION
+        pyenv global $PYTHON_VERSION
+        python --version
+        which python
+        pip install --upgrade pip
+
+setup_venv: &setup_venv
+  - run:
+      name: Setup Virtual Env
+      working_directory: ~/
+      command: |
+        python -m venv ~/venv
+        echo ". ~/venv/bin/activate" >> $BASH_ENV
+        . ~/venv/bin/activate
+        python --version
+        which python
+        which pip
+        pip install --upgrade pip
+
+setup_venv_win: &setup_venv_win
+  - run:
+      name: Setup Virutal Env for Windows
+      command: |
+        pip install virtualenv
+        python -m virtualenv env
+        .\env\Scripts\activate
+        python --version
+        which python
+        which pip
+
+install_linux_dep: &install_linux_dep
+  - run:
+      name: Install Dependencies
+      command: |
+        # disable crash coredump, so unittests fail fast
+        sudo systemctl stop apport.service
+        # install from github to get latest; install iopath first since fvcore depends on it
+        pip install --progress-bar off -U 'git+https://github.com/facebookresearch/iopath'
+        pip install --progress-bar off -U 'git+https://github.com/facebookresearch/fvcore'
+        # Don't use pytest-xdist: cuda tests are unstable under multi-process workers.
+        pip install --progress-bar off ninja opencv-python-headless pytest tensorboard pycocotools
+        pip install --progress-bar off torch==$PYTORCH_VERSION -f $PYTORCH_INDEX
+        if [[ "$TORCHVISION_VERSION" == "master" ]]; then
+          pip install git+https://github.com/pytorch/vision.git
+        else
+          pip install --progress-bar off torchvision==$TORCHVISION_VERSION -f $PYTORCH_INDEX
+        fi
+
+        python -c 'import torch; print("CUDA:", torch.cuda.is_available())'
+        gcc --version
+
+install_detectron2: &install_detectron2
+  - run:
+      name: Install Detectron2
+      command: |
+        # Remove first, in case it's in the CI cache
+        pip uninstall -y detectron2
+
+        pip install --progress-bar off -e .[all]
+        python -m detectron2.utils.collect_env
+        ./datasets/prepare_for_tests.sh
+
+run_unittests: &run_unittests
+  - run:
+      name: Run Unit Tests
+      command: |
+        pytest -v --durations=15 tests  # parallel causes some random failures
+
+uninstall_tests: &uninstall_tests
+  - run:
+      name: Run Tests After Uninstalling
+      command: |
+        pip uninstall -y detectron2
+        # Remove built binaries
+        rm -rf build/ detectron2/*.so
+        # Tests that code is importable without installation
+        PYTHONPATH=. ./.circleci/import-tests.sh
+
+
+# -------------------------------------------------------------------------------------
+# Jobs to run
+# -------------------------------------------------------------------------------------
+jobs:
+  linux_cpu_tests:
+    <<: *cpu
+    <<: *version_parameters
+
+    working_directory: ~/detectron2
+
+    steps:
+      - checkout
+
+      # Cache the venv directory that contains python, dependencies, and checkpoints
+      # Refresh the key when dependencies should be updated (e.g. when pytorch releases)
+      - restore_cache:
+          keys:
+            - cache-{{ arch }}-<< parameters.pytorch_version >>-{{ .Branch }}-20210827
+
+      - <<: *install_python
+      - <<: *install_linux_dep
+      - <<: *install_detectron2
+      - <<: *run_unittests
+      - <<: *uninstall_tests
+
+      - save_cache:
+          paths:
+            - /opt/circleci/.pyenv
+            - ~/.torch
+          key: cache-{{ arch }}-<< parameters.pytorch_version >>-{{ .Branch }}-20210827
+
+
+  linux_gpu_tests:
+    <<: *gpu
+    <<: *version_parameters
+
+    working_directory: ~/detectron2
+
+    steps:
+      - checkout
+
+      - restore_cache:
+          keys:
+            - cache-{{ arch }}-<< parameters.pytorch_version >>-{{ .Branch }}-20210827
+
+      - <<: *install_python
+      - <<: *install_linux_dep
+      - <<: *install_detectron2
+      - <<: *run_unittests
+      - <<: *uninstall_tests
+
+      - save_cache:
+          paths:
+            - /opt/circleci/.pyenv
+            - ~/.torch
+          key: cache-{{ arch }}-<< parameters.pytorch_version >>-{{ .Branch }}-20210827
+
+  windows_cpu_build:
+    <<: *windows_cpu
+    <<: *version_parameters
+    steps:
+      - <<: *add_ssh_keys
+      - checkout
+      - <<: *setup_venv_win
+
+      # Cache the env directory that contains dependencies
+      - restore_cache:
+          keys:
+            - cache-{{ arch }}-<< parameters.pytorch_version >>-{{ .Branch }}-20210404
+
+      - run:
+          name: Install Dependencies
+          command: |
+            pip install certifi --ignore-installed  # required on windows to workaround some cert issue
+            pip install numpy cython  # required on windows before pycocotools
+            pip install opencv-python-headless pytest-xdist pycocotools tensorboard
+            pip install -U git+https://github.com/facebookresearch/iopath
+            pip install -U git+https://github.com/facebookresearch/fvcore
+            pip install torch==$env:PYTORCH_VERSION torchvision==$env:TORCHVISION_VERSION -f $env:PYTORCH_INDEX
+
+      - save_cache:
+          paths:
+            - env
+          key: cache-{{ arch }}-<< parameters.pytorch_version >>-{{ .Branch }}-20210404
+
+      - <<: *install_detectron2
+      # TODO: unittest fails for now
+
+workflows:
+  version: 2
+  regular_test:
+    jobs:
+      - linux_cpu_tests:
+          name: linux_cpu_tests_pytorch1.10
+          pytorch_version: '1.10.0+cpu'
+          torchvision_version: '0.11.1+cpu'
+      - linux_gpu_tests:
+          name: linux_gpu_tests_pytorch1.8
+          pytorch_version: '1.8.1+cu111'
+          torchvision_version: '0.9.1+cu111'
+      - linux_gpu_tests:
+          name: linux_gpu_tests_pytorch1.9
+          pytorch_version: '1.9+cu111'
+          torchvision_version: '0.10+cu111'
+      - linux_gpu_tests:
+          name: linux_gpu_tests_pytorch1.10
+          pytorch_version: '1.10+cu111'
+          torchvision_version: '0.11.1+cu111'
+      - linux_gpu_tests:
+          name: linux_gpu_tests_pytorch1.10_python39
+          pytorch_version: '1.10+cu111'
+          torchvision_version: '0.11.1+cu111'
+          python_version: '3.9.6'
+      - windows_cpu_build:
+          pytorch_version: '1.10+cpu'
+          torchvision_version: '0.11.1+cpu'

detectron2/.circleci/import-tests.sh

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+#!/bin/bash -e
+# Copyright (c) Facebook, Inc. and its affiliates.
+
+# Test that import works without building detectron2.
+
+# Check that _C is not importable
+python -c "from detectron2 import _C" > /dev/null 2>&1 && {
+  echo "This test should be run without building detectron2."
+  exit 1
+}
+
+# Check that other modules are still importable, even when _C is not importable
+python -c "from detectron2 import modeling"
+python -c "from detectron2 import modeling, data"
+python -c "from detectron2 import evaluation, export, checkpoint"
+python -c "from detectron2 import utils, engine"

detectron2/.clang-format

@@ -0,0 +1,85 @@
+AccessModifierOffset: -1
+AlignAfterOpenBracket: AlwaysBreak
+AlignConsecutiveAssignments: false
+AlignConsecutiveDeclarations: false
+AlignEscapedNewlinesLeft: true
+AlignOperands:   false
+AlignTrailingComments: false
+AllowAllParametersOfDeclarationOnNextLine: false
+AllowShortBlocksOnASingleLine: false
+AllowShortCaseLabelsOnASingleLine: false
+AllowShortFunctionsOnASingleLine: Empty
+AllowShortIfStatementsOnASingleLine: false
+AllowShortLoopsOnASingleLine: false
+AlwaysBreakAfterReturnType: None
+AlwaysBreakBeforeMultilineStrings: true
+AlwaysBreakTemplateDeclarations: true
+BinPackArguments: false
+BinPackParameters: false
+BraceWrapping:
+  AfterClass:      false
+  AfterControlStatement: false
+  AfterEnum:       false
+  AfterFunction:   false
+  AfterNamespace:  false
+  AfterObjCDeclaration: false
+  AfterStruct:     false
+  AfterUnion:      false
+  BeforeCatch:     false
+  BeforeElse:      false
+  IndentBraces:    false
+BreakBeforeBinaryOperators: None
+BreakBeforeBraces: Attach
+BreakBeforeTernaryOperators: true
+BreakConstructorInitializersBeforeComma: false
+BreakAfterJavaFieldAnnotations: false
+BreakStringLiterals: false
+ColumnLimit:     80
+CommentPragmas:  '^ IWYU pragma:'
+ConstructorInitializerAllOnOneLineOrOnePerLine: true
+ConstructorInitializerIndentWidth: 4
+ContinuationIndentWidth: 4
+Cpp11BracedListStyle: true
+DerivePointerAlignment: false
+DisableFormat:   false
+ForEachMacros:   [ FOR_EACH, FOR_EACH_R, FOR_EACH_RANGE, ]
+IncludeCategories:
+  - Regex:           '^<.*\.h(pp)?>'
+    Priority:        1
+  - Regex:           '^<.*'
+    Priority:        2
+  - Regex:           '.*'
+    Priority:        3
+IndentCaseLabels: true
+IndentWidth:     2
+IndentWrappedFunctionNames: false
+KeepEmptyLinesAtTheStartOfBlocks: false
+MacroBlockBegin: ''
+MacroBlockEnd:   ''
+MaxEmptyLinesToKeep: 1
+NamespaceIndentation: None
+ObjCBlockIndentWidth: 2
+ObjCSpaceAfterProperty: false
+ObjCSpaceBeforeProtocolList: false
+PenaltyBreakBeforeFirstCallParameter: 1
+PenaltyBreakComment: 300
+PenaltyBreakFirstLessLess: 120
+PenaltyBreakString: 1000
+PenaltyExcessCharacter: 1000000
+PenaltyReturnTypeOnItsOwnLine: 200
+PointerAlignment: Left
+ReflowComments:  true
+SortIncludes:    true
+SpaceAfterCStyleCast: false
+SpaceBeforeAssignmentOperators: true
+SpaceBeforeParens: ControlStatements
+SpaceInEmptyParentheses: false
+SpacesBeforeTrailingComments: 1
+SpacesInAngles:  false
+SpacesInContainerLiterals: true
+SpacesInCStyleCastParentheses: false
+SpacesInParentheses: false
+SpacesInSquareBrackets: false
+Standard:        Cpp11
+TabWidth:        8
+UseTab:          Never

detectron2/.flake8

@@ -0,0 +1,15 @@
+# This is an example .flake8 config, used when developing *Black* itself.
+# Keep in sync with setup.cfg which is used for source packages.
+
+[flake8]
+ignore = W503, E203, E221, C901, C408, E741, C407, B017, F811
+max-line-length = 100
+max-complexity = 18
+select = B,C,E,F,W,T4,B9
+exclude = build
+per-file-ignores =
+  **/__init__.py:F401,F403,E402
+  **/configs/**.py:F401,E402
+  configs/**.py:F401,E402
+  **/tests/config/**.py:F401,E402
+  tests/config/**.py:F401,E402