pytorch

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[[linter]]
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code = 'FLAKE8'
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include_patterns = ['**/*.py']
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exclude_patterns = [
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    '.git/**',
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    'build_test_custom_build/**',
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    'build/**',
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    'caffe2/**',
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    'docs/caffe2/**',
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    'docs/cpp/src/**',
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    'docs/src/**',
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    'fb/**',
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    '**/fb/**',
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    'functorch/docs/**',
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    'functorch/examples/**',
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    'functorch/notebooks/**',
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    'torch/_inductor/fx_passes/serialized_patterns/**',
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    'scripts/**',
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    'test/generated_type_hints_smoketest.py',
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    # Tests from the NumPy test suite
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    'test/torch_np/numpy_test/**/*.py',
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    'third_party/**',
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    'torch/include/**',
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    'torch/lib/**',
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    'venv/**',
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    '**/*.pyi',
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    'tools/test/test_selective_build.py',
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]
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command = [
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    'python3',
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    'tools/linter/adapters/flake8_linter.py',
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    '--',
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    '@{{PATHSFILE}}'
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]
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init_command = [
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    'python3',
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    'tools/linter/adapters/pip_init.py',
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    '--dry-run={{DRYRUN}}',
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    'flake8==6.1.0',
40
    'flake8-bugbear==23.3.23',
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    'flake8-comprehensions==3.12.0',
42
    'flake8-executable==2.1.3',
43
    'flake8-logging-format==0.9.0',
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    'flake8-pyi==23.3.1',
45
    'flake8-simplify==0.19.3',
46
    'mccabe==0.7.0',
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    'pycodestyle==2.11.1',
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    'pyflakes==3.1.0',
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    'torchfix==0.4.0',
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]
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52

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[[linter]]
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code = 'CLANGFORMAT'
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include_patterns = [
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    'aten/src/ATen/*.h',
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    'aten/src/ATen/mps/**/*.mm',
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    'aten/src/ATen/xpu/**/*.h',
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    'aten/src/ATen/xpu/**/*.cpp',
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    'aten/src/ATen/native/mps/**/*.mm',
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    'aten/src/ATen/native/vulkan/**/*.h',
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    'aten/src/ATen/native/vulkan/**/*.cpp',
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    'aten/src/ATen/native/cuda/MultiTensorApply.cuh',
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    'aten/src/ATen/native/**/Foreach*.*',
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    'aten/src/ATen/native/cuda/fused*.*',
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    'aten/src/ATen/native/cuda/Fused*.cu',
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    'aten/src/ATen/native/cudnn/*.h',
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    'aten/src/ATen/native/cudnn/*.cpp',
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    'c10/**/*.h',
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    'c10/**/*.cpp',
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    'torch/csrc/**/*.h',
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    'torch/csrc/**/*.hpp',
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    'torch/csrc/**/*.cpp',
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    'test/cpp/**/*.h',
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    'test/cpp/**/*.cpp',
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]
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exclude_patterns = [
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    'aten/src/ATen/native/vulkan/api/vk_mem_alloc.h',
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    'c10/util/strong_type.h',
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    '**/fb/**',
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    'torch/csrc/jit/serialization/mobile_bytecode_generated.h',
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    'torch/csrc/utils/pythoncapi_compat.h',
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    'aten/src/ATen/dlpack.h',
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]
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init_command = [
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    'python3',
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    'tools/linter/adapters/s3_init.py',
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    '--config-json=tools/linter/adapters/s3_init_config.json',
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    '--linter=clang-format',
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    '--dry-run={{DRYRUN}}',
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    '--output-dir=.lintbin',
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    '--output-name=clang-format',
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]
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command = [
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    'python3',
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    'tools/linter/adapters/clangformat_linter.py',
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    '--binary=.lintbin/clang-format',
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    '--',
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    '@{{PATHSFILE}}'
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]
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is_formatter = true
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[[linter]]
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code = 'MYPY'
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include_patterns = [
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    'torch/**/*.py',
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    'torch/**/*.pyi',
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    'caffe2/**/*.py',
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    'caffe2/**/*.pyi',
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    'test/test_bundled_images.py',
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    'test/test_bundled_inputs.py',
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    'test/test_complex.py',
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    'test/test_datapipe.py',
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    'test/test_futures.py',
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    # 'test/test_numpy_interop.py',
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    'test/test_torch.py',
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    'test/test_type_hints.py',
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    'test/test_type_info.py',
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    'test/test_utils.py',
120
]
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exclude_patterns = [
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    '**/fb/**',
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]
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command = [
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    'python3',
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    'tools/linter/adapters/mypy_linter.py',
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    '--config=mypy.ini',
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    '--',
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    '@{{PATHSFILE}}'
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]
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init_command = [
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    'python3',
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    'tools/linter/adapters/pip_init.py',
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    '--dry-run={{DRYRUN}}',
135
    'numpy==1.24.3 ; python_version == "3.8"',
136
    'numpy==1.26.0 ; python_version >= "3.9"',
137
    'expecttest==0.1.6',
138
    'mypy==1.8.0',
139
    'sympy==1.11.1',
140
    'types-requests==2.27.25',
141
    'types-PyYAML==6.0.7',
142
    'types-tabulate==0.8.8',
143
    'types-protobuf==3.19.18',
144
    'types-pkg-resources==0.1.3',
145
    'types-Jinja2==2.11.9',
146
    'types-colorama==0.4.6',
147
    'filelock==3.13.1',
148
    'junitparser==2.1.1',
149
    'rich==10.9.0',
150
    'pyyaml==6.0',
151
    'optree==0.10.0',
152
]
153

154
[[linter]]
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code = 'MYPYSTRICT'
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include_patterns = [
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    '.github/**/*.py',
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    'benchmarks/instruction_counts/**/*.py',
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    'tools/**/*.py',
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    'torchgen/**/*.py',
161
    'torch/utils/_pytree.py',
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    'torch/utils/_cxx_pytree.py',
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    'torch/utils/benchmark/utils/common.py',
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    'torch/utils/benchmark/utils/timer.py',
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    'torch/utils/benchmark/utils/valgrind_wrapper/**/*.py',
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]
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exclude_patterns = [
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    # (linbinyu) copied from internal repo
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    '**/fb/**',
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    'tools/code_analyzer/gen_operators_yaml.py',
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    'tools/dynamo/verify_dynamo.py',
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    'tools/gen_vulkan_spv.py',
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    'tools/test/gen_operators_yaml_test.py',
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    'tools/test/gen_oplist_test.py',
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    'tools/test/test_selective_build.py',
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]
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command = [
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    'python3',
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    'tools/linter/adapters/mypy_linter.py',
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    '--config=mypy-strict.ini',
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    '--code=MYPYSTRICT',
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    '--',
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    '@{{PATHSFILE}}'
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]
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[[linter]]
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code = 'CLANGTIDY'
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include_patterns = [
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    'aten/src/ATen/core/*.cpp',
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    'c10/**/*.cpp',
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    'c10/**/*.h',
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    # Enable coverage of headers in torch/csrc and excluding sub-directories for now.
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    'torch/csrc/*.h',
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    'torch/csrc/*.cpp',
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    'torch/csrc/**/*.h',
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    'torch/csrc/**/*.cpp',
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]
198
exclude_patterns = [
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    # The negative filters below are to exclude files that include onnx_pb.h or
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    # caffe2_pb.h, otherwise we'd have to build protos as part of this CI job.
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    # CUDA files are also excluded.
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    '**/fb/**',
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    '**/*pb.h',
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    'c10/**/cuda/*pp',
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    'aten/**/cuda/*pp',
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    '**/cuda/*pp',
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    'c10/xpu/**/*.h',
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    'c10/xpu/**/*.cpp',
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    'c10/cuda/CUDAAlgorithm.h',
210
    'c10/util/complex_math.h',
211
    'c10/util/complex_utils.h',
212
    'c10/util/flat_hash_map.h',
213
    'c10/util/Float8*.h',
214
    'c10/util/logging*.h',
215
    'c10/util/hash.h',
216
    'c10/util/strong_type.h',
217
    'c10/util/SmallVector.h',
218
    'c10/util/win32-headers.h',
219
    'c10/util/*inl.h',
220
    'c10/test/**/*.h',
221
    'aten/src/ATen/core/TensorImpl_test.cpp',
222
    'third_party/**/*',
223
    'torch/csrc/api/**',
224
    'torch/csrc/autograd/generated/**',
225
    'torch/csrc/dynamo/*',
226
    'torch/csrc/distributed/**/*',
227
    'torch/csrc/inductor/**/*',
228
    'torch/csrc/jit/**/*',
229
    'torch/csrc/jit/serialization/import_legacy.cpp',
230
    'torch/csrc/jit/serialization/export.cpp',
231
    'torch/csrc/lazy/**/*',
232
    'torch/csrc/onnx/init.cpp',
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    'torch/csrc/mps/**/*',
234
]
235
init_command = [
236
    'python3',
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    'tools/linter/adapters/s3_init.py',
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    '--config-json=tools/linter/adapters/s3_init_config.json',
239
    '--linter=clang-tidy',
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    '--dry-run={{DRYRUN}}',
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    '--output-dir=.lintbin',
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    '--output-name=clang-tidy',
243
]
244
command = [
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    'python3',
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    'tools/linter/adapters/clangtidy_linter.py',
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    '--binary=.lintbin/clang-tidy',
248
    '--build_dir=./build',
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    '--',
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    '@{{PATHSFILE}}'
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]
252

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[[linter]]
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code = 'TYPEIGNORE'
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include_patterns = ['**/*.py', '**/*.pyi']
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exclude_patterns = [
257
    'fb/**',
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    '**/fb/**',
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    'test/test_jit.py',
260
]
261
command = [
262
    'python3',
263
    'tools/linter/adapters/grep_linter.py',
264
    '--pattern=# type:\s*ignore([^\[]|$)',
265
    '--linter-name=TYPEIGNORE',
266
    '--error-name=unqualified type: ignore',
267
    """--error-description=\
268
        This line has an unqualified `type: ignore`; \
269
        please convert it to `type: ignore[xxxx]`\
270
    """,
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    '--',
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    '@{{PATHSFILE}}'
273
]
274

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[[linter]]
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code = 'TYPENOSKIP'
277
include_patterns = ['mypy.ini']
278
command = [
279
    'python3',
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    'tools/linter/adapters/grep_linter.py',
281
    '--pattern=follow_imports\s*=\s*skip',
282
    '--linter-name=TYPENOSKIP',
283
    '--error-name=use of follow_imports = skip',
284
    """--error-description=\
285
        follow_imports = skip is forbidden from mypy.ini configuration as it \
286
        is extremely easy to accidentally turn off type checking unintentionally.  If \
287
        you need to suppress type errors, use a top level # mypy: ignore-errors.  \
288
        Do not rely on automatic Any substitution; instead, manually # type: ignore \
289
        at use sites or define a pyi type stub with more relaxed types. \
290
    """,
291
    '--',
292
    '@{{PATHSFILE}}'
293
]
294

295
[[linter]]
296
code = 'NOQA'
297
include_patterns = ['**/*.py', '**/*.pyi']
298
exclude_patterns = [
299
    'caffe2/**',
300
    'fb/**',
301
    '**/fb/**'
302
    ]
303
command = [
304
    'python3',
305
    'tools/linter/adapters/grep_linter.py',
306
    '--pattern=# noqa([^:]|$)',
307
    '--linter-name=NOQA',
308
    '--error-name=unqualified noqa',
309
    """--error-description=\
310
        This line has an unqualified `noqa`; \
311
        please convert it to `noqa: XXXX`\
312
    """,
313
    '--',
314
    '@{{PATHSFILE}}'
315
]
316

317
[[linter]]
318
code = 'NATIVEFUNCTIONS'
319
include_patterns=['aten/src/ATen/native/native_functions.yaml']
320
command = [
321
    'python3',
322
    'tools/linter/adapters/nativefunctions_linter.py',
323
    '--native-functions-yml=aten/src/ATen/native/native_functions.yaml',
324
]
325
init_command = [
326
    'python3',
327
    'tools/linter/adapters/pip_init.py',
328
    '--dry-run={{DRYRUN}}',
329
    'ruamel.yaml==0.17.4',
330
]
331
is_formatter = true
332

333
[[linter]]
334
code = 'NEWLINE'
335
include_patterns=['**']
336
exclude_patterns=[
337
    '**/contrib/**',
338
    'third_party/**',
339
    '**/*.bat',
340
    '**/*.expect',
341
    '**/*.ipynb',
342
    '**/*.ps1',
343
    '**/*.ptl',
344
    'fb/**',
345
    '**/fb/**',
346
    'tools/clang_format_hash/**',
347
    'test/cpp/jit/upgrader_models/*.ptl',
348
    'test/cpp/jit/upgrader_models/*.ptl.ff',
349
    '**/*.png',
350
    '**/*.gz',
351
]
352
command = [
353
    'python3',
354
    'tools/linter/adapters/newlines_linter.py',
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    '--',
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    '@{{PATHSFILE}}',
357
]
358
is_formatter = true
359

360
[[linter]]
361
code = 'CONSTEXPR'
362
include_patterns=['aten/src/ATen/native/cuda/*.cu']
363
command = [
364
    'python3',
365
    'tools/linter/adapters/constexpr_linter.py',
366
    '--',
367
    '@{{PATHSFILE}}',
368
]
369
is_formatter = true
370

371
[[linter]]
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code = 'SPACES'
373
include_patterns = ['**']
374
exclude_patterns = [
375
    '**/contrib/**',
376
    '**/*.diff',
377
    '**/*.patch',
378
    'third_party/**',
379
    'aten/src/ATen/native/vulkan/api/vk_mem_alloc.h',
380
    'fb/**',
381
    '**/fb/**',
382
    'test/cpp/jit/upgrader_models/*.ptl',
383
    'test/cpp/jit/upgrader_models/*.ptl.ff',
384
]
385
command = [
386
    'python3',
387
    'tools/linter/adapters/grep_linter.py',
388
    '--pattern=[[:blank:]]$',
389
    '--linter-name=SPACES',
390
    '--error-name=trailing spaces',
391
    '--replace-pattern=s/[[:blank:]]+$//',
392
    """--error-description=\
393
        This line has trailing spaces; please remove them.\
394
    """,
395
    '--',
396
    '@{{PATHSFILE}}'
397
]
398

399
[[linter]]
400
code = 'TABS'
401
include_patterns = ['**']
402
exclude_patterns = [
403
    '**/*.svg',
404
    '**/*Makefile',
405
    '**/contrib/**',
406
    'third_party/**',
407
    '**/.gitattributes',
408
    '**/.gitmodules',
409
    'fb/**',
410
    '**/fb/**',
411
    'aten/src/ATen/native/vulkan/api/vk_mem_alloc.h',
412
    'test/cpp/jit/upgrader_models/*.ptl',
413
    'test/cpp/jit/upgrader_models/*.ptl.ff',
414
    '.lintrunner.toml',
415
]
416
command = [
417
    'python3',
418
    'tools/linter/adapters/grep_linter.py',
419
    # @lint-ignore TXT2
420
    '--pattern=	',
421
    '--linter-name=TABS',
422
    '--error-name=saw some tabs',
423
    '--replace-pattern=s/\t/    /',
424
    """--error-description=\
425
        This line has tabs; please replace them with spaces.\
426
    """,
427
    '--',
428
    '@{{PATHSFILE}}'
429
]
430

431
[[linter]]
432
code = 'INCLUDE'
433
include_patterns = [
434
    'c10/**',
435
    'aten/**',
436
    'torch/csrc/**',
437
]
438
exclude_patterns = [
439
    'aten/src/ATen/native/quantized/cpu/qnnpack/**',
440
    'aten/src/ATen/native/vulkan/api/vk_mem_alloc.h',
441
    'aten/src/ATen/native/vulkan/glsl/**',
442
    '**/fb/**',
443
    'torch/csrc/jit/serialization/mobile_bytecode_generated.h',
444
    'torch/csrc/utils/pythoncapi_compat.h',
445
]
446
command = [
447
    'python3',
448
    'tools/linter/adapters/grep_linter.py',
449
    '--pattern=#include "',
450
    '--linter-name=INCLUDE',
451
    '--error-name=quoted include',
452
    '--replace-pattern=s/#include "(.*)"$/#include <\1>/',
453
    """--error-description=\
454
        This #include uses quotes; please convert it to #include <xxxx>\
455
    """,
456
    '--',
457
    '@{{PATHSFILE}}'
458
]
459

460
[[linter]]
461
code = 'PYBIND11_INCLUDE'
462
include_patterns = [
463
    '**/*.cpp',
464
    '**/*.h',
465
]
466
exclude_patterns = [
467
    'torch/csrc/utils/pybind.h',
468
    'torch/utils/benchmark/utils/valgrind_wrapper/compat_bindings.cpp',
469
    'caffe2/**/*',
470
]
471
command = [
472
    'python3',
473
    'tools/linter/adapters/grep_linter.py',
474
    '--pattern=#include <pybind11\/',
475
    '--allowlist-pattern=#include <torch\/csrc\/utils\/pybind.h>',
476
    '--linter-name=PYBIND11_INCLUDE',
477
    '--match-first-only',
478
    '--error-name=direct include of pybind11',
479
    # https://stackoverflow.com/a/33416489/23845
480
    # NB: this won't work if the pybind11 include is on the first line;
481
    # but that's fine because it will just mean the lint will still fail
482
    # after applying the change and you will have to fix it manually
483
    '--replace-pattern=1,/(#include <pybind11\/)/ s/(#include <pybind11\/)/#include <torch\/csrc\/utils\/pybind.h>\n\1/',
484
    """--error-description=\
485
        This #include directly includes pybind11 without also including \
486
        #include <torch/csrc/utils/pybind.h>;  this means some important \
487
        specializations may not be included.\
488
    """,
489
    '--',
490
    '@{{PATHSFILE}}'
491
]
492

493
[[linter]]
494
code = 'ERROR_PRONE_ISINSTANCE'
495
include_patterns = [
496
    'torch/_refs/**/*.py',
497
    'torch/_prims/**/*.py',
498
    'torch/_prims_common/**/*.py',
499
    'torch/_decomp/**/*.py',
500
    'torch/_meta_registrations.py',
501
]
502
exclude_patterns = [
503
    '**/fb/**',
504
]
505
command = [
506
    'python3',
507
    'tools/linter/adapters/grep_linter.py',
508
    '--pattern=isinstance\([^)]+(int|float)\)',
509
    '--linter-name=ERROR_PRONE_ISINSTANCE',
510
    '--error-name=error prone isinstance',
511
    """--error-description=\
512
        This line has an isinstance call that directly refers to \
513
        int or float.  This is error-prone because you may also \
514
        have wanted to allow SymInt or SymFloat in your test.  \
515
        To suppress this lint, use an appropriate type alias defined \
516
        in torch._prims_common; use IntLike/FloatLike when you would accept \
517
        both regular and symbolic numbers, Dim for ints representing \
518
        dimensions, or IntWithoutSymInt/FloatWithoutSymFloat if you really \
519
        meant to exclude symbolic numbers.
520
    """,
521
    '--',
522
    '@{{PATHSFILE}}'
523
]
524

525
[[linter]]
526
code = 'PYBIND11_SPECIALIZATION'
527
include_patterns = [
528
    '**/*.cpp',
529
    '**/*.h',
530
]
531
exclude_patterns = [
532
    # The place for all orphan specializations
533
    'torch/csrc/utils/pybind.h',
534
    # These specializations are non-orphan
535
    'torch/csrc/distributed/c10d/init.cpp',
536
    'torch/csrc/jit/python/pybind.h',
537
    'fb/**',
538
    '**/fb/**',
539
    # These are safe to exclude as they do not have Python
540
    'c10/**/*',
541
]
542
command = [
543
    'python3',
544
    'tools/linter/adapters/grep_linter.py',
545
    '--pattern=PYBIND11_DECLARE_HOLDER_TYPE',
546
    '--linter-name=PYBIND11_SPECIALIZATION',
547
    '--error-name=pybind11 specialization in non-standard location',
548
    """--error-description=\
549
        This pybind11 specialization (PYBIND11_DECLARE_HOLDER_TYPE) should \
550
        be placed in torch/csrc/utils/pybind.h so that it is guaranteed to be \
551
        included at any site that may potentially make use of it via py::cast. \
552
        If your specialization is in the same header file as the definition \
553
        of the holder type, you can ignore this lint by adding your header to \
554
        the exclude_patterns for this lint in .lintrunner.toml.  For more \
555
        information see https://github.com/pybind/pybind11/issues/4099 \
556
    """,
557
    '--',
558
    '@{{PATHSFILE}}'
559
]
560

561
[[linter]]
562
code = 'PYPIDEP'
563
include_patterns = ['.github/**']
564
exclude_patterns = [
565
    '**/*.rst',
566
    '**/*.py',
567
    '**/*.md',
568
    '**/*.diff',
569
    '**/fb/**',
570
]
571
command = [
572
    'python3',
573
    'tools/linter/adapters/grep_linter.py',
574
    """--pattern=\
575
    (pip|pip3|python -m pip|python3 -m pip|python3 -mpip|python -mpip) \
576
    install ([a-zA-Z0-9][A-Za-z0-9\\._\\-]+)([^/=<>~!]+)[A-Za-z0-9\\._\\-\\*\\+\\!]*$\
577
    """,
578
    '--linter-name=PYPIDEP',
579
    '--error-name=unpinned PyPI install',
580
    """--error-description=\
581
        This line has unpinned PyPi installs; \
582
        please pin them to a specific version: e.g. 'thepackage==1.2'\
583
    """,
584
    '--',
585
    '@{{PATHSFILE}}'
586
]
587

588
[[linter]]
589
code = 'EXEC'
590
include_patterns = ['**']
591
exclude_patterns = [
592
    'third_party/**',
593
    'torch/bin/**',
594
    '**/*.so',
595
    '**/*.py',
596
    '**/*.sh',
597
    '**/*.bash',
598
    '**/git-pre-commit',
599
    '**/git-clang-format',
600
    '**/gradlew',
601
    'fb/**',
602
    '**/fb/**',
603
]
604
command = [
605
    'python3',
606
    'tools/linter/adapters/exec_linter.py',
607
    '--',
608
    '@{{PATHSFILE}}',
609
]
610

611
[[linter]]
612
code = 'CUBINCLUDE'
613
include_patterns = ['aten/**']
614
exclude_patterns = [
615
    'aten/src/ATen/cuda/cub*.cuh',
616
    '**/fb/**',
617
]
618
command = [
619
    'python3',
620
    'tools/linter/adapters/grep_linter.py',
621
    '--pattern=#include <cub/',
622
    '--linter-name=CUBINCLUDE',
623
    '--error-name=direct cub include',
624
    """--error-description=\
625
        This line has a direct cub include; please include \
626
        ATen/cuda/cub.cuh instead and wrap your cub calls in \
627
        at::native namespace if necessary.
628
    """,
629
    '--',
630
    '@{{PATHSFILE}}'
631
]
632

633
[[linter]]
634
code = 'RAWCUDA'
635
include_patterns = [
636
    'aten/**',
637
    'c10/**',
638
]
639
exclude_patterns = [
640
    'aten/src/ATen/test/**',
641
    'c10/cuda/CUDAFunctions.h',
642
    'c10/cuda/CUDACachingAllocator.cpp',
643
    '**/fb/**',
644
]
645
command = [
646
    'python3',
647
    'tools/linter/adapters/grep_linter.py',
648
    '--pattern=cudaStreamSynchronize',
649
    '--linter-name=RAWCUDA',
650
    '--error-name=raw CUDA API usage',
651
    """--error-description=\
652
        This line calls raw CUDA APIs directly; please use at::cuda wrappers instead.
653
    """,
654
    '--',
655
    '@{{PATHSFILE}}'
656
]
657

658
[[linter]]
659
code = 'RAWCUDADEVICE'
660
include_patterns = [
661
    'aten/**',
662
    'c10/**',
663
    'torch/csrc/**',
664
]
665
exclude_patterns = [
666
    'aten/src/ATen/cuda/CUDAContext.cpp',
667
    'aten/src/ATen/cuda/CUDAGeneratorImpl.cpp',
668
    'aten/src/ATen/test/**',
669
    'c10/core/impl/InlineDeviceGuard.h',
670
    'c10/cuda/CUDAFunctions.cpp',
671
    'c10/cuda/CUDAGuard.h',
672
    'c10/cuda/impl/CUDATest.cpp',
673
    'torch/csrc/cuda/nccl.cpp',
674
    '**/fb/**',
675
]
676
command = [
677
    'python3',
678
    'tools/linter/adapters/grep_linter.py',
679
    '--pattern=cudaSetDevice(',
680
    '--pattern=cudaGetDevice(',
681
    '--linter-name=RAWCUDADEVICE',
682
    '--error-name=raw CUDA API usage',
683
    """--error-description=\
684
        This line calls raw CUDA APIs directly; please use c10::cuda wrappers instead.
685
    """,
686
    '--',
687
    '@{{PATHSFILE}}'
688
]
689

690
[[linter]]
691
code = 'ROOT_LOGGING'
692
include_patterns = [
693
    '**/*.py',
694
]
695
# These are not library code, but scripts in their own right, and so
696
# therefore are permitted to use logging
697
exclude_patterns = [
698
    'tools/**',
699
    'test/**',
700
    'benchmarks/**',
701
    'torch/distributed/run.py',
702
    'functorch/benchmarks/**',
703
    # Grandfathered in
704
    'caffe2/**',
705
    'fb/**',
706
    '**/fb/**',
707
]
708
command = [
709
    'python3',
710
    'tools/linter/adapters/grep_linter.py',
711
    '--pattern=logging\.(debug|info|warn|warning|error|critical|log|exception)\(',
712
    '--replace-pattern=s/logging\.(debug|info|warn|warning|error|critical|log|exception)\(/log.\1(/',
713
    '--linter-name=ROOT_LOGGING',
714
    '--error-name=use of root logger',
715
    """--error-description=\
716
        Do not use root logger (logging.info, etc) directly; instead \
717
        define 'log = logging.getLogger(__name__)' and call, e.g., log.info().
718
    """,
719
    '--',
720
    '@{{PATHSFILE}}'
721
]
722

723
[[linter]]
724
code = 'DEPLOY_DETECTION'
725
include_patterns = [
726
    '**/*.py',
727
]
728
command = [
729
    'python3',
730
    'tools/linter/adapters/grep_linter.py',
731
    '--pattern=sys\.executable == .torch_deploy.',
732
    '--replace-pattern=s/sys\.executable == .torch_deploy./torch._running_with_deploy\(\)/',
733
    '--linter-name=DEPLOY_DETECTION',
734
    '--error-name=properly detect deploy runner',
735
    """--error-description=\
736
        Do not use sys.executable to detect if running within deploy/multipy, use torch._running_with_deploy().
737
    """,
738
    '--',
739
    '@{{PATHSFILE}}'
740
]
741

742
[[linter]]
743
code = 'CMAKE'
744
include_patterns = [
745
    "**/*.cmake",
746
    "**/*.cmake.in",
747
    "**/CMakeLists.txt",
748
]
749
exclude_patterns = [
750
    'cmake/Modules/**',
751
    'cmake/Modules_CUDA_fix/**',
752
    'cmake/Caffe2Config.cmake.in',
753
    'aten/src/ATen/ATenConfig.cmake.in',
754
    'cmake/TorchConfig.cmake.in',
755
    'cmake/TorchConfigVersion.cmake.in',
756
    'cmake/cmake_uninstall.cmake.i',
757
    'fb/**',
758
    '**/fb/**',
759
]
760
command = [
761
    'python3',
762
    'tools/linter/adapters/cmake_linter.py',
763
    '--config=.cmakelintrc',
764
    '--',
765
    '@{{PATHSFILE}}',
766
]
767
init_command = [
768
    'python3',
769
    'tools/linter/adapters/pip_init.py',
770
    '--dry-run={{DRYRUN}}',
771
    'cmakelint==1.4.1',
772
]
773

774
[[linter]]
775
code = 'SHELLCHECK'
776
include_patterns = [
777
    '.ci/pytorch/**/*.sh'
778
]
779
exclude_patterns = [
780
    '**/fb/**',
781
]
782
command = [
783
    'python3',
784
    'tools/linter/adapters/shellcheck_linter.py',
785
    '--',
786
    '@{{PATHSFILE}}',
787
]
788
init_command = [
789
    'python3',
790
    'tools/linter/adapters/pip_init.py',
791
    '--dry-run={{DRYRUN}}',
792
    'shellcheck-py==0.7.2.1',
793
]
794

795
[[linter]]
796
code = 'ACTIONLINT'
797
include_patterns = [
798
    '.github/workflows/*.yml',
799
    '.github/workflows/*.yaml',
800
    # actionlint does not support composite actions yet
801
    # '.github/actions/**/*.yml',
802
    # '.github/actions/**/*.yaml',
803
]
804
exclude_patterns = [
805
    '**/fb/**',
806
]
807
command = [
808
    'python3',
809
    'tools/linter/adapters/actionlint_linter.py',
810
    '--binary=.lintbin/actionlint',
811
    '--',
812
    '@{{PATHSFILE}}',
813
]
814
init_command = [
815
    'python3',
816
    'tools/linter/adapters/s3_init.py',
817
    '--config-json=tools/linter/adapters/s3_init_config.json',
818
    '--linter=actionlint',
819
    '--dry-run={{DRYRUN}}',
820
    '--output-dir=.lintbin',
821
    '--output-name=actionlint',
822
]
823

824
[[linter]]
825
code = 'TESTOWNERS'
826
include_patterns = [
827
    'test/**/test_*.py',
828
    'test/**/*_test.py',
829
]
830
exclude_patterns = [
831
    'test/run_test.py',
832
    '**/fb/**',
833
]
834
command = [
835
    'python3',
836
    'tools/linter/adapters/testowners_linter.py',
837
    '--',
838
    '@{{PATHSFILE}}',
839
]
840

841
[[linter]]
842
code = 'TEST_HAS_MAIN'
843
include_patterns = [
844
    'test/**/test_*.py',
845
]
846
exclude_patterns = [
847
    'test/run_test.py',
848
    '**/fb/**',
849
    'test/quantization/**',  # should be run through test/test_quantization.py
850
    'test/jit/**',  # should be run through test/test_jit.py
851
    'test/ao/sparsity/**',  # should be run through test/test_ao_sparsity.py
852
    'test/fx/**',  # should be run through test/test_fx.py
853
    'test/bottleneck_test/**',  # excluded by test/run_test.py
854
    'test/package/**',  # excluded by test/run_test.py
855
    'test/distributed/argparse_util_test.py',
856
    'test/distributed/bin/test_script.py',
857
    'test/distributed/elastic/agent/server/test/local_elastic_agent_test.py',
858
    'test/distributed/elastic/multiprocessing/bin/test_script.py',
859
    'test/distributed/elastic/multiprocessing/bin/zombie_test.py',
860
    'test/distributed/elastic/multiprocessing/errors/api_test.py',
861
    'test/distributed/elastic/multiprocessing/errors/error_handler_test.py',
862
    'test/distributed/elastic/multiprocessing/redirects_test.py',
863
    'test/distributed/elastic/multiprocessing/tail_log_test.py',
864
    'test/distributed/elastic/rendezvous/api_test.py',
865
    'test/distributed/elastic/rendezvous/c10d_rendezvous_backend_test.py',
866
    'test/distributed/elastic/rendezvous/dynamic_rendezvous_test.py',
867
    'test/distributed/elastic/rendezvous/etcd_rendezvous_backend_test.py',
868
    'test/distributed/elastic/rendezvous/etcd_rendezvous_test.py',
869
    'test/distributed/elastic/rendezvous/etcd_server_test.py',
870
    'test/distributed/elastic/rendezvous/rendezvous_backend_test.py',
871
    'test/distributed/elastic/rendezvous/static_rendezvous_test.py',
872
    'test/distributed/elastic/rendezvous/utils_test.py',
873
    'test/distributed/elastic/timer/api_test.py',
874
    'test/distributed/elastic/utils/data/cycling_iterator_test.py',
875
    'test/distributed/launcher/api_test.py',
876
    'test/distributed/launcher/bin/test_script.py',
877
    'test/distributed/launcher/bin/test_script_init_method.py',
878
    'test/distributed/launcher/bin/test_script_is_torchelastic_launched.py',
879
    'test/distributed/launcher/bin/test_script_local_rank.py',
880
    'test/distributed/launcher/launch_test.py',
881
    'test/distributed/launcher/run_test.py',
882
    'test/distributed/optim/test_apply_optimizer_in_backward.py',
883
    'test/distributed/optim/test_named_optimizer.py',
884
    'test/distributed/test_c10d_spawn.py',
885
    'test/distributed/test_collective_utils.py',
886
    'test/distributions/test_distributions.py',
887
    'test/inductor/test_aot_inductor_utils.py',
888
    'test/lazy/test_bindings.py',
889
    'test/lazy/test_extract_compiled_graph.py',
890
    'test/lazy/test_meta_kernel.py',
891
    'test/nn/test_init.py',
892
    'test/onnx/model_defs/op_test.py',
893
    'test/onnx/test_models_quantized_onnxruntime.py',
894
    'test/onnx/test_onnxscript_no_runtime.py',
895
    'test/onnx_caffe2/test_caffe2_common.py',
896
    'test/optim/test_lrscheduler.py',
897
    'test/optim/test_optim.py',
898
    'test/optim/test_swa_utils.py',
899
    'test/run_test.py',
900
    'test/test_bundled_images.py',
901
    'test/test_cuda_expandable_segments.py',
902
    'test/test_hub.py',
903
]
904
command = [
905
    'python3',
906
    'tools/linter/adapters/test_has_main_linter.py',
907
    '--',
908
    '@{{PATHSFILE}}',
909
]
910

911
[[linter]]
912
code = 'CALL_ONCE'
913
include_patterns = [
914
    'c10/**',
915
    'aten/**',
916
    'torch/csrc/**',
917
]
918
exclude_patterns = [
919
    'c10/util/CallOnce.h',
920
    '**/fb/**',
921
]
922
command = [
923
    'python3',
924
    'tools/linter/adapters/grep_linter.py',
925
    '--pattern=std::call_once',
926
    '--linter-name=CALL_ONCE',
927
    '--error-name=invalid call_once',
928
    '--replace-pattern=s/std::call_once/c10::call_once/',
929
    """--error-description=\
930
        Use of std::call_once is forbidden and should be replaced with c10::call_once\
931
    """,
932
    '--',
933
    '@{{PATHSFILE}}'
934
]
935

936
[[linter]]
937
code = 'ONCE_FLAG'
938
include_patterns = [
939
    'c10/**',
940
    'aten/**',
941
    'torch/csrc/**',
942
]
943
exclude_patterns = [
944
    '**/fb/**',
945
]
946
command = [
947
    'python3',
948
    'tools/linter/adapters/grep_linter.py',
949
    '--pattern=std::once_flag',
950
    '--linter-name=ONCE_FLAG',
951
    '--error-name=invalid once_flag',
952
    '--replace-pattern=s/std::once_flag/c10::once_flag/',
953
    """--error-description=\
954
        Use of std::once_flag is forbidden and should be replaced with c10::once_flag\
955
    """,
956
    '--',
957
    '@{{PATHSFILE}}'
958
]
959

960
[[linter]]
961
code = 'WORKFLOWSYNC'
962
include_patterns = [
963
    '.github/workflows/pull.yml',
964
    '.github/workflows/trunk.yml',
965
    '.github/workflows/periodic.yml',
966
    '.github/workflows/mac-mps.yml',
967
    '.github/workflows/slow.yml',
968
]
969
command = [
970
    'python3',
971
    'tools/linter/adapters/workflow_consistency_linter.py',
972
    '--',
973
    '@{{PATHSFILE}}'
974
]
975
init_command = [
976
    'python3',
977
    'tools/linter/adapters/pip_init.py',
978
    '--dry-run={{DRYRUN}}',
979
    'PyYAML==6.0',
980
]
981

982
# Black + usort
983
[[linter]]
984
code = 'UFMT'
985
include_patterns = [
986
    '**/*.py',
987
    '**/*.pyi',
988
]
989
command = [
990
    'python3',
991
    'tools/linter/adapters/ufmt_linter.py',
992
    '--',
993
    '@{{PATHSFILE}}'
994
]
995
exclude_patterns = [
996
    'tools/gen_vulkan_spv.py',
997
    'torch/__init__.py',  # Skip this file to format because it's part of the public API
998
    # We don't care too much about files in this directory, don't enforce
999
    # formatting on them
1000
    'caffe2/**/*.py',
1001
    'caffe2/**/*.pyi',
1002
    'fb/**',
1003
    '**/fb/**',
1004
    'third_party/**/*.py',
1005
    'third_party/**/*.pyi',
1006
    'torch/_inductor/fx_passes/serialized_patterns/**',
1007
    # These files are all grandfathered in, feel free to remove from this list
1008
    # as necessary
1009
    'test/_nvfuser/__init__.py',
1010
    'test/_nvfuser/test_dynamo.py',
1011
    'test/_nvfuser/test_python_frontend.py',
1012
    'test/_nvfuser/test_torchscript.py',
1013
    'test/_test_bazel.py',
1014
    'test/ao/sparsity/test_activation_sparsifier.py',
1015
    'test/ao/sparsity/test_composability.py',
1016
    'test/ao/sparsity/test_data_scheduler.py',
1017
    'test/ao/sparsity/test_data_sparsifier.py',
1018
    'test/ao/sparsity/test_kernels.py',
1019
    'test/ao/sparsity/test_parametrization.py',
1020
    'test/ao/sparsity/test_qlinear_packed_params.py',
1021
    'test/ao/sparsity/test_scheduler.py',
1022
    'test/ao/sparsity/test_sparsifier.py',
1023
    'test/ao/sparsity/test_sparsity_utils.py',
1024
    'test/ao/sparsity/test_structured_sparsifier.py',
1025
    'test/autograd/test_complex.py',
1026
    'test/autograd/test_fallback.py',
1027
    'test/autograd/test_functional.py',
1028
    'test/backends/xeon/test_launch.py',
1029
    'test/benchmark_utils/test_benchmark_utils.py',
1030
    'test/bottleneck_test/test.py',
1031
    'test/bottleneck_test/test_args.py',
1032
    'test/bottleneck_test/test_cuda.py',
1033
    'test/conftest.py',
1034
    'test/cpp/__init__.py',
1035
    'test/cpp/aot_inductor/test.py',
1036
    'test/cpp/api/init_baseline.py',
1037
    'test/cpp/api/optim_baseline.py',
1038
    'test/cpp/jit/__init__.py',
1039
    'test/cpp/jit/tests_setup.py',
1040
    'test/cpp_api_parity/__init__.py',
1041
    'test/cpp_api_parity/functional_impl_check.py',
1042
    'test/cpp_api_parity/module_impl_check.py',
1043
    'test/cpp_api_parity/parity_table_parser.py',
1044
    'test/cpp_api_parity/sample_functional.py',
1045
    'test/cpp_api_parity/sample_module.py',
1046
    'test/cpp_api_parity/utils.py',
1047
    'test/cpp_extensions/no_python_abi_suffix_test/setup.py',
1048
    'test/cpp_extensions/setup.py',
1049
    'test/cpp_extensions/torch_test_cpp_extension/__init__.py',
1050
    'test/create_dummy_torchscript_model.py',
1051
    'test/custom_backend/backend.py',
1052
    'test/custom_backend/test_custom_backend.py',
1053
    'test/custom_operator/model.py',
1054
    'test/custom_operator/test_custom_ops.py',
1055
    'test/delete.py',
1056
    'test/distributed/_shard/sharded_optim/test_sharded_optim.py',
1057
    'test/distributed/_shard/sharded_tensor/ops/test_binary_cmp.py',
1058
    'test/distributed/_shard/sharded_tensor/ops/test_embedding.py',
1059
    'test/distributed/_shard/sharded_tensor/ops/test_embedding_bag.py',
1060
    'test/distributed/_shard/sharded_tensor/ops/test_init.py',
1061
    'test/distributed/_shard/sharded_tensor/ops/test_tensor_ops.py',
1062
    'test/distributed/_shard/sharded_tensor/test_logger.py',
1063
    'test/distributed/_shard/sharded_tensor/test_sharded_tensor.py',
1064
    'test/distributed/_shard/sharded_tensor/test_sharded_tensor_reshard.py',
1065
    'test/distributed/_shard/sharding_plan/test_sharding_plan.py',
1066
    'test/distributed/_shard/sharding_spec/test_sharding_spec.py',
1067
    'test/distributed/_shard/test_sharder.py',
1068
    'test/distributed/_tools/test_memory_tracker.py',
1069
    'test/distributed/algorithms/ddp_comm_hooks/test_ddp_hooks.py',
1070
    'test/distributed/algorithms/quantization/test_quantization.py',
1071
    'test/distributed/algorithms/test_join.py',
1072
    'test/distributed/argparse_util_test.py',
1073
    'test/distributed/bin/test_script.py',
1074
    'test/distributed/elastic/agent/server/test/__init__.py',
1075
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    'torch/ao/pruning/_experimental/data_sparsifier/lightning/callbacks/__init__.py',
1804
    'torch/ao/pruning/_experimental/data_sparsifier/lightning/callbacks/_data_sparstity_utils.py',
1805
    'torch/ao/pruning/_experimental/data_sparsifier/lightning/callbacks/data_sparsity.py',
1806
    'torch/ao/pruning/_experimental/data_sparsifier/lightning/tests/test_callbacks.py',
1807
    'torch/ao/pruning/_experimental/data_sparsifier/quantization_utils.py',
1808
    'torch/ao/pruning/_experimental/pruner/__init__.py',
1809
    'torch/ao/pruning/_experimental/pruner/base_structured_sparsifier.py',
1810
    'torch/ao/pruning/_experimental/pruner/lstm_saliency_pruner.py',
1811
    'torch/ao/pruning/_experimental/pruner/match_utils.py',
1812
    'torch/ao/pruning/_experimental/pruner/parametrization.py',
1813
    'torch/ao/pruning/_experimental/pruner/prune_functions.py',
1814
    'torch/ao/pruning/_experimental/pruner/saliency_pruner.py',
1815
    'torch/ao/pruning/_mappings.py',
1816
    'torch/ao/pruning/scheduler/__init__.py',
1817
    'torch/ao/pruning/scheduler/base_scheduler.py',
1818
    'torch/ao/pruning/scheduler/cubic_scheduler.py',
1819
    'torch/ao/pruning/scheduler/lambda_scheduler.py',
1820
    'torch/ao/pruning/sparsifier/__init__.py',
1821
    'torch/ao/pruning/sparsifier/base_sparsifier.py',
1822
    'torch/ao/pruning/sparsifier/nearly_diagonal_sparsifier.py',
1823
    'torch/ao/pruning/sparsifier/utils.py',
1824
    'torch/ao/pruning/sparsifier/weight_norm_sparsifier.py',
1825
    'torch/ao/quantization/__init__.py',
1826
    'torch/ao/quantization/_correct_bias.py',
1827
    'torch/ao/quantization/_equalize.py',
1828
    'torch/ao/quantization/_learnable_fake_quantize.py',
1829
    'torch/ao/quantization/backend_config/__init__.py',
1830
    'torch/ao/quantization/backend_config/_common_operator_config_utils.py',
1831
    'torch/ao/quantization/backend_config/_qnnpack_pt2e.py',
1832
    'torch/ao/quantization/backend_config/_x86_inductor_pt2e.py',
1833
    'torch/ao/quantization/backend_config/backend_config.py',
1834
    'torch/ao/quantization/backend_config/executorch.py',
1835
    'torch/ao/quantization/backend_config/fbgemm.py',
1836
    'torch/ao/quantization/backend_config/native.py',
1837
    'torch/ao/quantization/backend_config/observation_type.py',
1838
    'torch/ao/quantization/backend_config/onednn.py',
1839
    'torch/ao/quantization/backend_config/qnnpack.py',
1840
    'torch/ao/quantization/backend_config/tensorrt.py',
1841
    'torch/ao/quantization/backend_config/utils.py',
1842
    'torch/ao/quantization/backend_config/x86.py',
1843
    'torch/ao/quantization/experimental/APoT_tensor.py',
1844
    'torch/ao/quantization/experimental/apot_utils.py',
1845
    'torch/ao/quantization/experimental/fake_quantize.py',
1846
    'torch/ao/quantization/experimental/fake_quantize_function.py',
1847
    'torch/ao/quantization/experimental/linear.py',
1848
    'torch/ao/quantization/experimental/observer.py',
1849
    'torch/ao/quantization/experimental/qconfig.py',
1850
    'torch/ao/quantization/experimental/quantizer.py',
1851
    'torch/ao/quantization/fake_quantize.py',
1852
    'torch/ao/quantization/fuse_modules.py',
1853
    'torch/ao/quantization/fuser_method_mappings.py',
1854
    'torch/ao/quantization/fx/__init__.py',
1855
    'torch/ao/quantization/fx/_decomposed.py',
1856
    'torch/ao/quantization/fx/_equalize.py',
1857
    'torch/ao/quantization/fx/_lower_to_native_backend.py',
1858
    'torch/ao/quantization/fx/_model_report/__init__.py',
1859
    'torch/ao/quantization/fx/_model_report/detector.py',
1860
    'torch/ao/quantization/fx/_model_report/model_report.py',
1861
    'torch/ao/quantization/fx/_model_report/model_report_observer.py',
1862
    'torch/ao/quantization/fx/_model_report/model_report_visualizer.py',
1863
    'torch/ao/quantization/fx/convert.py',
1864
    'torch/ao/quantization/fx/custom_config.py',
1865
    'torch/ao/quantization/fx/fuse.py',
1866
    'torch/ao/quantization/fx/fuse_handler.py',
1867
    'torch/ao/quantization/fx/graph_module.py',
1868
    'torch/ao/quantization/fx/lower_to_fbgemm.py',
1869
    'torch/ao/quantization/fx/lower_to_qnnpack.py',
1870
    'torch/ao/quantization/fx/lstm_utils.py',
1871
    'torch/ao/quantization/fx/match_utils.py',
1872
    'torch/ao/quantization/fx/pattern_utils.py',
1873
    'torch/ao/quantization/fx/prepare.py',
1874
    'torch/ao/quantization/fx/qconfig_mapping_utils.py',
1875
    'torch/ao/quantization/fx/quantize_handler.py',
1876
    'torch/ao/quantization/fx/tracer.py',
1877
    'torch/ao/quantization/fx/utils.py',
1878
    'torch/ao/quantization/observer.py',
1879
    'torch/ao/quantization/pt2e/__init__.py',
1880
    'torch/ao/quantization/pt2e/_propagate_annotation.py',
1881
    'torch/ao/quantization/pt2e/graph_utils.py',
1882
    'torch/ao/quantization/pt2e/prepare.py',
1883
    'torch/ao/quantization/pt2e/qat_utils.py',
1884
    'torch/ao/quantization/pt2e/quantizer/__init__.py',
1885
    'torch/ao/quantization/pt2e/quantizer/composable_quantizer.py',
1886
    'torch/ao/quantization/pt2e/quantizer/embedding_quantizer.py',
1887
    'torch/ao/quantization/pt2e/quantizer/qnnpack_quantizer.py',
1888
    'torch/ao/quantization/pt2e/quantizer/quantizer.py',
1889
    'torch/ao/quantization/pt2e/quantizer/utils.py',
1890
    'torch/ao/quantization/pt2e/quantizer/x86_inductor_quantizer.py',
1891
    'torch/ao/quantization/pt2e/representation/__init__.py',
1892
    'torch/ao/quantization/pt2e/representation/rewrite.py',
1893
    'torch/ao/quantization/pt2e/utils.py',
1894
    'torch/ao/quantization/qconfig.py',
1895
    'torch/ao/quantization/qconfig_mapping.py',
1896
    'torch/ao/quantization/quant_type.py',
1897
    'torch/ao/quantization/quantization_mappings.py',
1898
    'torch/ao/quantization/quantize.py',
1899
    'torch/ao/quantization/quantize_fx.py',
1900
    'torch/ao/quantization/quantize_jit.py',
1901
    'torch/ao/quantization/quantize_pt2e.py',
1902
    'torch/ao/quantization/stubs.py',
1903
    'torch/ao/quantization/utils.py',
1904
    'torch/compiler/__init__.py',
1905
    'torch/contrib/__init__.py',
1906
    'torch/contrib/_tensorboard_vis.py',
1907
    'torch/cuda/_memory_viz.py',  # mypy: Value of type "object" is not indexable
1908
    'torch/distributed/__init__.py',
1909
    'torch/distributed/_composable_state.py',
1910
    'torch/distributed/_shard/__init__.py',
1911
    'torch/distributed/_shard/_utils.py',
1912
    'torch/distributed/_shard/api.py',
1913
    'torch/distributed/_shard/checkpoint/__init__.py',
1914
    'torch/distributed/_shard/common_op_utils.py',
1915
    'torch/distributed/_shard/metadata.py',
1916
    'torch/distributed/_shard/op_registry_utils.py',
1917
    'torch/distributed/_shard/sharded_optim/__init__.py',
1918
    'torch/distributed/_shard/sharded_optim/api.py',
1919
    'torch/distributed/_shard/sharded_tensor/__init__.py',
1920
    'torch/distributed/_shard/sharded_tensor/_ops/__init__.py',
1921
    'torch/distributed/_shard/sharded_tensor/_ops/_common.py',
1922
    'torch/distributed/_shard/sharded_tensor/_ops/binary_cmp.py',
1923
    'torch/distributed/_shard/sharded_tensor/_ops/init.py',
1924
    'torch/distributed/_shard/sharded_tensor/_ops/misc_ops.py',
1925
    'torch/distributed/_shard/sharded_tensor/_ops/tensor_ops.py',
1926
    'torch/distributed/_shard/sharded_tensor/api.py',
1927
    'torch/distributed/_shard/sharded_tensor/logger.py',
1928
    'torch/distributed/_shard/sharded_tensor/logging_handlers.py',
1929
    'torch/distributed/_shard/sharded_tensor/metadata.py',
1930
    'torch/distributed/_shard/sharded_tensor/reshard.py',
1931
    'torch/distributed/_shard/sharded_tensor/shard.py',
1932
    'torch/distributed/_shard/sharded_tensor/utils.py',
1933
    'torch/distributed/_shard/sharder.py',
1934
    'torch/distributed/_shard/sharding_plan/__init__.py',
1935
    'torch/distributed/_shard/sharding_plan/api.py',
1936
    'torch/distributed/_shard/sharding_spec/__init__.py',
1937
    'torch/distributed/_shard/sharding_spec/_internals.py',
1938
    'torch/distributed/_shard/sharding_spec/api.py',
1939
    'torch/distributed/_shard/sharding_spec/chunk_sharding_spec.py',
1940
    'torch/distributed/_shard/sharding_spec/chunk_sharding_spec_ops/__init__.py',
1941
    'torch/distributed/_shard/sharding_spec/chunk_sharding_spec_ops/_common.py',
1942
    'torch/distributed/_shard/sharding_spec/chunk_sharding_spec_ops/embedding.py',
1943
    'torch/distributed/_shard/sharding_spec/chunk_sharding_spec_ops/embedding_bag.py',
1944
    'torch/distributed/_sharded_tensor/__init__.py',
1945
    'torch/distributed/_sharding_spec/__init__.py',
1946
    'torch/distributed/_tools/__init__.py',
1947
    'torch/distributed/_tools/memory_tracker.py',
1948
    'torch/distributed/algorithms/__init__.py',
1949
    'torch/distributed/algorithms/_checkpoint/__init__.py',
1950
    'torch/distributed/algorithms/_checkpoint/checkpoint_wrapper.py',
1951
    'torch/distributed/algorithms/_comm_hooks/__init__.py',
1952
    'torch/distributed/algorithms/_comm_hooks/default_hooks.py',
1953
    'torch/distributed/algorithms/_optimizer_overlap/__init__.py',
1954
    'torch/distributed/algorithms/_optimizer_overlap/optimizer_overlap.py',
1955
    'torch/distributed/algorithms/_quantization/__init__.py',
1956
    'torch/distributed/algorithms/_quantization/quantization.py',
1957
    'torch/distributed/algorithms/ddp_comm_hooks/__init__.py',
1958
    'torch/distributed/algorithms/ddp_comm_hooks/ddp_zero_hook.py',
1959
    'torch/distributed/algorithms/ddp_comm_hooks/debugging_hooks.py',
1960
    'torch/distributed/algorithms/ddp_comm_hooks/default_hooks.py',
1961
    'torch/distributed/algorithms/ddp_comm_hooks/mixed_precision_hooks.py',
1962
    'torch/distributed/algorithms/ddp_comm_hooks/optimizer_overlap_hooks.py',
1963
    'torch/distributed/algorithms/ddp_comm_hooks/post_localSGD_hook.py',
1964
    'torch/distributed/algorithms/ddp_comm_hooks/powerSGD_hook.py',
1965
    'torch/distributed/algorithms/ddp_comm_hooks/quantization_hooks.py',
1966
    'torch/distributed/algorithms/join.py',
1967
    'torch/distributed/algorithms/model_averaging/__init__.py',
1968
    'torch/distributed/algorithms/model_averaging/averagers.py',
1969
    'torch/distributed/algorithms/model_averaging/hierarchical_model_averager.py',
1970
    'torch/distributed/algorithms/model_averaging/utils.py',
1971
    'torch/distributed/argparse_util.py',
1972
    'torch/distributed/autograd/__init__.py',
1973
    'torch/distributed/benchmarks/benchmark_ddp_rpc.py',
1974
    'torch/distributed/c10d_logger.py',
1975
    'torch/distributed/collective_utils.py',
1976
    'torch/distributed/constants.py',
1977
    'torch/distributed/distributed_c10d.py',
1978
    'torch/distributed/elastic/__init__.py',
1979
    'torch/distributed/elastic/agent/__init__.py',
1980
    'torch/distributed/elastic/agent/server/__init__.py',
1981
    'torch/distributed/elastic/agent/server/api.py',
1982
    'torch/distributed/elastic/agent/server/local_elastic_agent.py',
1983
    'torch/distributed/elastic/events/__init__.py',
1984
    'torch/distributed/elastic/events/api.py',
1985
    'torch/distributed/elastic/events/handlers.py',
1986
    'torch/distributed/elastic/metrics/__init__.py',
1987
    'torch/distributed/elastic/metrics/api.py',
1988
    'torch/distributed/elastic/multiprocessing/__init__.py',
1989
    'torch/distributed/elastic/multiprocessing/api.py',
1990
    'torch/distributed/elastic/multiprocessing/errors/__init__.py',
1991
    'torch/distributed/elastic/multiprocessing/errors/error_handler.py',
1992
    'torch/distributed/elastic/multiprocessing/errors/handlers.py',
1993
    'torch/distributed/elastic/multiprocessing/redirects.py',
1994
    'torch/distributed/elastic/multiprocessing/tail_log.py',
1995
    'torch/distributed/elastic/rendezvous/__init__.py',
1996
    'torch/distributed/elastic/rendezvous/api.py',
1997
    'torch/distributed/elastic/rendezvous/c10d_rendezvous_backend.py',
1998
    'torch/distributed/elastic/rendezvous/dynamic_rendezvous.py',
1999
    'torch/distributed/elastic/rendezvous/etcd_rendezvous.py',
2000
    'torch/distributed/elastic/rendezvous/etcd_rendezvous_backend.py',
2001
    'torch/distributed/elastic/rendezvous/etcd_server.py',
2002
    'torch/distributed/elastic/rendezvous/etcd_store.py',
2003
    'torch/distributed/elastic/rendezvous/registry.py',
2004
    'torch/distributed/elastic/rendezvous/static_tcp_rendezvous.py',
2005
    'torch/distributed/elastic/rendezvous/utils.py',
2006
    'torch/distributed/elastic/timer/__init__.py',
2007
    'torch/distributed/elastic/timer/api.py',
2008
    'torch/distributed/elastic/timer/file_based_local_timer.py',
2009
    'torch/distributed/elastic/timer/local_timer.py',
2010
    'torch/distributed/elastic/utils/__init__.py',
2011
    'torch/distributed/elastic/utils/api.py',
2012
    'torch/distributed/elastic/utils/data/__init__.py',
2013
    'torch/distributed/elastic/utils/data/cycling_iterator.py',
2014
    'torch/distributed/elastic/utils/data/elastic_distributed_sampler.py',
2015
    'torch/distributed/elastic/utils/distributed.py',
2016
    'torch/distributed/elastic/utils/log_level.py',
2017
    'torch/distributed/elastic/utils/logging.py',
2018
    'torch/distributed/elastic/utils/store.py',
2019
    'torch/distributed/examples/memory_tracker_example.py',
2020
    'torch/distributed/launch.py',
2021
    'torch/distributed/launcher/__init__.py',
2022
    'torch/distributed/launcher/api.py',
2023
    'torch/distributed/logging_handlers.py',
2024
    'torch/distributed/nn/__init__.py',
2025
    'torch/distributed/nn/api/__init__.py',
2026
    'torch/distributed/nn/api/remote_module.py',
2027
    'torch/distributed/nn/functional.py',
2028
    'torch/distributed/nn/jit/__init__.py',
2029
    'torch/distributed/nn/jit/instantiator.py',
2030
    'torch/distributed/nn/jit/templates/__init__.py',
2031
    'torch/distributed/nn/jit/templates/remote_module_template.py',
2032
    'torch/distributed/optim/__init__.py',
2033
    'torch/distributed/optim/apply_optimizer_in_backward.py',
2034
    'torch/distributed/optim/functional_adadelta.py',
2035
    'torch/distributed/optim/functional_adagrad.py',
2036
    'torch/distributed/optim/functional_adam.py',
2037
    'torch/distributed/optim/functional_adamax.py',
2038
    'torch/distributed/optim/functional_adamw.py',
2039
    'torch/distributed/optim/functional_rmsprop.py',
2040
    'torch/distributed/optim/functional_rprop.py',
2041
    'torch/distributed/optim/functional_sgd.py',
2042
    'torch/distributed/optim/named_optimizer.py',
2043
    'torch/distributed/optim/optimizer.py',
2044
    'torch/distributed/optim/post_localSGD_optimizer.py',
2045
    'torch/distributed/optim/utils.py',
2046
    'torch/distributed/optim/zero_redundancy_optimizer.py',
2047
    'torch/distributed/pipeline/__init__.py',
2048
    'torch/distributed/pipeline/sync/__init__.py',
2049
    'torch/distributed/pipeline/sync/_balance/__init__.py',
2050
    'torch/distributed/pipeline/sync/_balance/blockpartition.py',
2051
    'torch/distributed/pipeline/sync/_balance/profile.py',
2052
    'torch/distributed/pipeline/sync/batchnorm.py',
2053
    'torch/distributed/pipeline/sync/checkpoint.py',
2054
    'torch/distributed/pipeline/sync/copy.py',
2055
    'torch/distributed/pipeline/sync/dependency.py',
2056
    'torch/distributed/pipeline/sync/microbatch.py',
2057
    'torch/distributed/pipeline/sync/phony.py',
2058
    'torch/distributed/pipeline/sync/pipe.py',
2059
    'torch/distributed/pipeline/sync/pipeline.py',
2060
    'torch/distributed/pipeline/sync/skip/__init__.py',
2061
    'torch/distributed/pipeline/sync/skip/layout.py',
2062
    'torch/distributed/pipeline/sync/skip/namespace.py',
2063
    'torch/distributed/pipeline/sync/skip/portal.py',
2064
    'torch/distributed/pipeline/sync/skip/skippable.py',
2065
    'torch/distributed/pipeline/sync/skip/tracker.py',
2066
    'torch/distributed/pipeline/sync/stream.py',
2067
    'torch/distributed/pipeline/sync/utils.py',
2068
    'torch/distributed/pipeline/sync/worker.py',
2069
    'torch/distributed/remote_device.py',
2070
    'torch/distributed/rendezvous.py',
2071
    'torch/distributed/rpc/__init__.py',
2072
    'torch/distributed/rpc/_testing/__init__.py',
2073
    'torch/distributed/rpc/_testing/faulty_agent_backend_registry.py',
2074
    'torch/distributed/rpc/_utils.py',
2075
    'torch/distributed/rpc/api.py',
2076
    'torch/distributed/rpc/backend_registry.py',
2077
    'torch/distributed/rpc/constants.py',
2078
    'torch/distributed/rpc/functions.py',
2079
    'torch/distributed/rpc/internal.py',
2080
    'torch/distributed/rpc/options.py',
2081
    'torch/distributed/rpc/rref_proxy.py',
2082
    'torch/distributed/rpc/server_process_global_profiler.py',
2083
    'torch/distributed/run.py',
2084
    'torch/distributed/tensor/__init__.py',
2085
    'torch/distributed/tensor/parallel/__init__.py',
2086
    'torch/distributed/tensor/parallel/_utils.py',
2087
    'torch/distributed/tensor/parallel/_view_with_dim_change.py',
2088
    'torch/distributed/tensor/parallel/api.py',
2089
    'torch/distributed/tensor/parallel/fsdp.py',
2090
    'torch/distributed/tensor/parallel/input_reshard.py',
2091
    'torch/distributed/tensor/parallel/multihead_attention_tp.py',
2092
    'torch/distributed/tensor/parallel/style.py',
2093
    'torch/distributed/utils.py',
2094
    'torch/fft/__init__.py',
2095
    'torch/func/__init__.py',
2096
    'torch/functional.py',
2097
    'torch/futures/__init__.py',
2098
    'torch/fx/__init__.py',
2099
    'torch/fx/_compatibility.py',
2100
    'torch/fx/_symbolic_trace.py',
2101
    'torch/fx/annotate.py',
2102
    'torch/fx/config.py',
2103
    'torch/fx/experimental/__init__.py',
2104
    'torch/fx/experimental/accelerator_partitioner.py',
2105
    'torch/fx/experimental/const_fold.py',
2106
    'torch/fx/experimental/debug.py',
2107
    'torch/fx/experimental/graph_gradual_typechecker.py',
2108
    'torch/fx/experimental/merge_matmul.py',
2109
    'torch/fx/experimental/meta_tracer.py',
2110
    'torch/fx/experimental/migrate_gradual_types/__init__.py',
2111
    'torch/fx/experimental/migrate_gradual_types/constraint.py',
2112
    'torch/fx/experimental/migrate_gradual_types/constraint_generator.py',
2113
    'torch/fx/experimental/migrate_gradual_types/constraint_transformation.py',
2114
    'torch/fx/experimental/migrate_gradual_types/operation.py',
2115
    'torch/fx/experimental/migrate_gradual_types/transform_to_z3.py',
2116
    'torch/fx/experimental/migrate_gradual_types/util.py',
2117
    'torch/fx/experimental/migrate_gradual_types/z3_types.py',
2118
    'torch/fx/experimental/normalize.py',
2119
    'torch/fx/experimental/optimization.py',
2120
    'torch/fx/experimental/partitioner_utils.py',
2121
    'torch/fx/experimental/proxy_tensor.py',
2122
    'torch/fx/experimental/refinement_types.py',
2123
    'torch/fx/experimental/rewriter.py',
2124
    'torch/fx/experimental/schema_type_annotation.py',
2125
    'torch/fx/experimental/symbolic_shapes.py',
2126
    'torch/fx/experimental/unification/__init__.py',
2127
    'torch/fx/experimental/unification/core.py',
2128
    'torch/fx/experimental/unification/dispatch.py',
2129
    'torch/fx/experimental/unification/match.py',
2130
    'torch/fx/experimental/unification/more.py',
2131
    'torch/fx/experimental/unification/multipledispatch/__init__.py',
2132
    'torch/fx/experimental/unification/multipledispatch/conflict.py',
2133
    'torch/fx/experimental/unification/multipledispatch/core.py',
2134
    'torch/fx/experimental/unification/multipledispatch/dispatcher.py',
2135
    'torch/fx/experimental/unification/multipledispatch/utils.py',
2136
    'torch/fx/experimental/unification/multipledispatch/variadic.py',
2137
    'torch/fx/experimental/unification/unification_tools.py',
2138
    'torch/fx/experimental/unification/utils.py',
2139
    'torch/fx/experimental/unification/variable.py',
2140
    'torch/fx/experimental/unify_refinements.py',
2141
    'torch/fx/experimental/validator.py',
2142
    'torch/fx/graph.py',
2143
    'torch/fx/graph_module.py',
2144
    'torch/fx/interpreter.py',
2145
    'torch/fx/node.py',
2146
    'torch/fx/operator_schemas.py',
2147
    'torch/fx/passes/__init__.py',
2148
    'torch/fx/passes/annotate_getitem_nodes.py',
2149
    'torch/fx/passes/backends/__init__.py',
2150
    'torch/fx/passes/backends/cudagraphs.py',
2151
    'torch/fx/passes/dialect/__init__.py',
2152
    'torch/fx/passes/dialect/common/__init__.py',
2153
    'torch/fx/passes/dialect/common/cse_pass.py',
2154
    'torch/fx/passes/fake_tensor_prop.py',
2155
    'torch/fx/passes/graph_drawer.py',
2156
    'torch/fx/passes/graph_manipulation.py',
2157
    'torch/fx/passes/infra/__init__.py',
2158
    'torch/fx/passes/infra/partitioner.py',
2159
    'torch/fx/passes/infra/pass_base.py',
2160
    'torch/fx/passes/infra/pass_manager.py',
2161
    'torch/fx/passes/net_min_base.py',
2162
    'torch/fx/passes/operator_support.py',
2163
    'torch/fx/passes/param_fetch.py',
2164
    'torch/fx/passes/pass_manager.py',
2165
    'torch/fx/passes/reinplace.py',
2166
    'torch/fx/passes/shape_prop.py',
2167
    'torch/fx/passes/split_module.py',
2168
    'torch/fx/passes/split_utils.py',
2169
    'torch/fx/passes/splitter_base.py',
2170
    'torch/fx/passes/tests/__init__.py',
2171
    'torch/fx/passes/tests/test_pass_manager.py',
2172
    'torch/fx/passes/tools_common.py',
2173
    'torch/fx/passes/utils/__init__.py',
2174
    'torch/fx/passes/utils/common.py',
2175
    'torch/fx/passes/utils/fuser_utils.py',
2176
    'torch/fx/passes/utils/matcher_utils.py',
2177
    'torch/fx/passes/utils/source_matcher_utils.py',
2178
    'torch/fx/proxy.py',
2179
    'torch/fx/subgraph_rewriter.py',
2180
    'torch/fx/tensor_type.py',
2181
    'torch/fx/traceback.py',
2182
    'torch/hub.py',
2183
    'torch/library.py',
2184
    'torch/linalg/__init__.py',
2185
    # UFMT causes import cycle on masked
2186
    'torch/masked/__init__.py',
2187
    'torch/masked/_docs.py',
2188
    'torch/masked/_ops.py',
2189
    'torch/masked/maskedtensor/__init__.py',
2190
    'torch/masked/maskedtensor/_ops_refs.py',
2191
    'torch/masked/maskedtensor/binary.py',
2192
    'torch/masked/maskedtensor/core.py',
2193
    'torch/masked/maskedtensor/creation.py',
2194
    'torch/masked/maskedtensor/passthrough.py',
2195
    'torch/masked/maskedtensor/reductions.py',
2196
    'torch/masked/maskedtensor/unary.py',
2197
    'torch/monitor/__init__.py',
2198
    'torch/nested/__init__.py',
2199
    'torch/nn/__init__.py',
2200
    'torch/nn/_reduction.py',
2201
    'torch/nn/backends/__init__.py',
2202
    'torch/nn/backends/thnn.py',
2203
    'torch/nn/common_types.py',
2204
    'torch/nn/cpp.py',
2205
    'torch/nn/functional.py',
2206
    'torch/nn/grad.py',
2207
    'torch/nn/init.py',
2208
    'torch/nn/intrinsic/__init__.py',
2209
    'torch/nn/intrinsic/modules/__init__.py',
2210
    'torch/nn/intrinsic/modules/fused.py',
2211
    'torch/nn/intrinsic/qat/__init__.py',
2212
    'torch/nn/intrinsic/qat/modules/__init__.py',
2213
    'torch/nn/intrinsic/qat/modules/conv_fused.py',
2214
    'torch/nn/intrinsic/qat/modules/linear_fused.py',
2215
    'torch/nn/intrinsic/qat/modules/linear_relu.py',
2216
    'torch/nn/intrinsic/quantized/__init__.py',
2217
    'torch/nn/intrinsic/quantized/dynamic/__init__.py',
2218
    'torch/nn/intrinsic/quantized/dynamic/modules/__init__.py',
2219
    'torch/nn/intrinsic/quantized/dynamic/modules/linear_relu.py',
2220
    'torch/nn/intrinsic/quantized/modules/__init__.py',
2221
    'torch/nn/intrinsic/quantized/modules/bn_relu.py',
2222
    'torch/nn/intrinsic/quantized/modules/conv_relu.py',
2223
    'torch/nn/intrinsic/quantized/modules/linear_relu.py',
2224
    'torch/nn/modules/__init__.py',
2225
    'torch/nn/modules/_functions.py',
2226
    'torch/nn/modules/activation.py',
2227
    'torch/nn/modules/adaptive.py',
2228
    'torch/nn/modules/batchnorm.py',
2229
    'torch/nn/modules/channelshuffle.py',
2230
    'torch/nn/modules/container.py',
2231
    'torch/nn/modules/conv.py',
2232
    'torch/nn/modules/distance.py',
2233
    'torch/nn/modules/dropout.py',
2234
    'torch/nn/modules/flatten.py',
2235
    'torch/nn/modules/fold.py',
2236
    'torch/nn/modules/instancenorm.py',
2237
    'torch/nn/modules/lazy.py',
2238
    'torch/nn/modules/linear.py',
2239
    'torch/nn/modules/loss.py',
2240
    'torch/nn/modules/module.py',
2241
    'torch/nn/modules/normalization.py',
2242
    'torch/nn/modules/padding.py',
2243
    'torch/nn/modules/pixelshuffle.py',
2244
    'torch/nn/modules/pooling.py',
2245
    'torch/nn/modules/rnn.py',
2246
    'torch/nn/modules/sparse.py',
2247
    'torch/nn/modules/transformer.py',
2248
    'torch/nn/modules/upsampling.py',
2249
    'torch/nn/modules/utils.py',
2250
    'torch/nn/parallel/__init__.py',
2251
    'torch/nn/parallel/_functions.py',
2252
    'torch/nn/parallel/comm.py',
2253
    'torch/nn/parallel/data_parallel.py',
2254
    'torch/nn/parallel/parallel_apply.py',
2255
    'torch/nn/parallel/replicate.py',
2256
    'torch/nn/parallel/scatter_gather.py',
2257
    'torch/nn/parameter.py',
2258
    'torch/nn/qat/__init__.py',
2259
    'torch/nn/qat/dynamic/__init__.py',
2260
    'torch/nn/qat/dynamic/modules/__init__.py',
2261
    'torch/nn/qat/dynamic/modules/linear.py',
2262
    'torch/nn/qat/modules/__init__.py',
2263
    'torch/nn/qat/modules/conv.py',
2264
    'torch/nn/qat/modules/embedding_ops.py',
2265
    'torch/nn/qat/modules/linear.py',
2266
    'torch/nn/quantizable/__init__.py',
2267
    'torch/nn/quantizable/modules/__init__.py',
2268
    'torch/nn/quantizable/modules/activation.py',
2269
    'torch/nn/quantizable/modules/rnn.py',
2270
    'torch/nn/quantized/__init__.py',
2271
    'torch/nn/quantized/_reference/__init__.py',
2272
    'torch/nn/quantized/_reference/modules/__init__.py',
2273
    'torch/nn/quantized/_reference/modules/conv.py',
2274
    'torch/nn/quantized/_reference/modules/linear.py',
2275
    'torch/nn/quantized/_reference/modules/rnn.py',
2276
    'torch/nn/quantized/_reference/modules/sparse.py',
2277
    'torch/nn/quantized/_reference/modules/utils.py',
2278
    'torch/nn/quantized/dynamic/__init__.py',
2279
    'torch/nn/quantized/dynamic/modules/__init__.py',
2280
    'torch/nn/quantized/dynamic/modules/conv.py',
2281
    'torch/nn/quantized/dynamic/modules/linear.py',
2282
    'torch/nn/quantized/dynamic/modules/rnn.py',
2283
    'torch/nn/quantized/functional.py',
2284
    'torch/nn/quantized/modules/__init__.py',
2285
    'torch/nn/quantized/modules/activation.py',
2286
    'torch/nn/quantized/modules/batchnorm.py',
2287
    'torch/nn/quantized/modules/conv.py',
2288
    'torch/nn/quantized/modules/dropout.py',
2289
    'torch/nn/quantized/modules/embedding_ops.py',
2290
    'torch/nn/quantized/modules/functional_modules.py',
2291
    'torch/nn/quantized/modules/linear.py',
2292
    'torch/nn/quantized/modules/normalization.py',
2293
    'torch/nn/quantized/modules/rnn.py',
2294
    'torch/nn/quantized/modules/utils.py',
2295
    'torch/nn/utils/__init__.py',
2296
    'torch/nn/utils/_deprecation_utils.py',
2297
    'torch/nn/utils/_expanded_weights/__init__.py',
2298
    'torch/nn/utils/_expanded_weights/conv_expanded_weights.py',
2299
    'torch/nn/utils/_expanded_weights/conv_utils.py',
2300
    'torch/nn/utils/_expanded_weights/embedding_expanded_weights.py',
2301
    'torch/nn/utils/_expanded_weights/expanded_weights_impl.py',
2302
    'torch/nn/utils/_expanded_weights/expanded_weights_utils.py',
2303
    'torch/nn/utils/_expanded_weights/group_norm_expanded_weights.py',
2304
    'torch/nn/utils/_expanded_weights/instance_norm_expanded_weights.py',
2305
    'torch/nn/utils/_expanded_weights/layer_norm_expanded_weights.py',
2306
    'torch/nn/utils/_expanded_weights/linear_expanded_weights.py',
2307
    'torch/nn/utils/_per_sample_grad.py',
2308
    'torch/nn/utils/clip_grad.py',
2309
    'torch/nn/utils/convert_parameters.py',
2310
    'torch/nn/utils/fusion.py',
2311
    'torch/nn/utils/init.py',
2312
    'torch/nn/utils/memory_format.py',
2313
    'torch/nn/utils/parametrizations.py',
2314
    'torch/nn/utils/parametrize.py',
2315
    'torch/nn/utils/prune.py',
2316
    'torch/nn/utils/rnn.py',
2317
    'torch/nn/utils/spectral_norm.py',
2318
    'torch/nn/utils/weight_norm.py',
2319
    'torch/optim/__init__.py',
2320
    'torch/optim/_functional.py',
2321
    'torch/optim/_multi_tensor/__init__.py',
2322
    'torch/optim/adadelta.py',
2323
    'torch/optim/adagrad.py',
2324
    'torch/optim/adam.py',
2325
    'torch/optim/adamax.py',
2326
    'torch/optim/adamw.py',
2327
    'torch/optim/asgd.py',
2328
    'torch/optim/lbfgs.py',
2329
    'torch/optim/lr_scheduler.py',
2330
    'torch/optim/nadam.py',
2331
    'torch/optim/optimizer.py',
2332
    'torch/optim/radam.py',
2333
    'torch/optim/rmsprop.py',
2334
    'torch/optim/rprop.py',
2335
    'torch/optim/sgd.py',
2336
    'torch/optim/sparse_adam.py',
2337
    'torch/optim/swa_utils.py',
2338
    'torch/overrides.py',
2339
    'torch/quasirandom.py',
2340
    'torch/random.py',
2341
    'torch/return_types.py',
2342
    'torch/serialization.py',
2343
    'torch/signal/__init__.py',
2344
    'torch/signal/windows/__init__.py',
2345
    'torch/signal/windows/windows.py',
2346
    'torch/sparse/__init__.py',
2347
    'torch/sparse/_semi_structured_conversions.py',
2348
    'torch/sparse/_triton_ops.py',
2349
    'torch/sparse/semi_structured.py',
2350
    'torch/special/__init__.py',
2351
    'torch/storage.py',
2352
    'torch/testing/_internal/__init__.py',
2353
    'torch/testing/_internal/autocast_test_lists.py',
2354
    'torch/testing/_internal/autograd_function_db.py',
2355
    'torch/testing/_internal/check_kernel_launches.py',
2356
    'torch/testing/_internal/codegen/__init__.py',
2357
    'torch/testing/_internal/codegen/random_topo_test.py',
2358
    'torch/testing/_internal/common_cuda.py',
2359
    'torch/testing/_internal/common_device_type.py',
2360
    'torch/testing/_internal/common_distributed.py',
2361
    'torch/testing/_internal/common_dtype.py',
2362
    'torch/testing/_internal/common_jit.py',
2363
    'torch/testing/_internal/common_methods_invocations.py',
2364
    'torch/testing/_internal/common_modules.py',
2365
    'torch/testing/_internal/common_nn.py',
2366
    'torch/testing/_internal/common_pruning.py',
2367
    'torch/testing/_internal/common_quantization.py',
2368
    'torch/testing/_internal/common_quantized.py',
2369
    'torch/testing/_internal/common_subclass.py',
2370
    'torch/testing/_internal/common_utils.py',
2371
    'torch/testing/_internal/composite_compliance.py',
2372
    'torch/testing/_internal/control_flow_opinfo_db.py',
2373
    'torch/testing/_internal/custom_op_db.py',
2374
    'torch/testing/_internal/data/__init__.py',
2375
    'torch/testing/_internal/data/network1.py',
2376
    'torch/testing/_internal/data/network2.py',
2377
    'torch/testing/_internal/dist_utils.py',
2378
    'torch/testing/_internal/distributed/__init__.py',
2379
    'torch/testing/_internal/distributed/_shard/__init__.py',
2380
    'torch/testing/_internal/distributed/_shard/sharded_tensor/__init__.py',
2381
    'torch/testing/_internal/distributed/_shard/sharded_tensor/_test_ops_common.py',
2382
    'torch/testing/_internal/distributed/_shard/sharded_tensor/_test_st_common.py',
2383
    'torch/testing/_internal/distributed/_shard/test_common.py',
2384
    'torch/testing/_internal/distributed/_tensor/__init__.py',
2385
    'torch/testing/_internal/distributed/_tensor/common_dtensor.py',
2386
    'torch/testing/_internal/distributed/ddp_under_dist_autograd_test.py',
2387
    'torch/testing/_internal/distributed/distributed_test.py',
2388
    'torch/testing/_internal/distributed/distributed_utils.py',
2389
    'torch/testing/_internal/distributed/fake_pg.py',
2390
    'torch/testing/_internal/distributed/multi_threaded_pg.py',
2391
    'torch/testing/_internal/distributed/nn/__init__.py',
2392
    'torch/testing/_internal/distributed/nn/api/__init__.py',
2393
    'torch/testing/_internal/distributed/nn/api/remote_module_test.py',
2394
    'torch/testing/_internal/distributed/pipe_with_ddp_test.py',
2395
    'torch/testing/_internal/distributed/pipeline/__init__.py',
2396
    'torch/testing/_internal/distributed/rpc/__init__.py',
2397
    'torch/testing/_internal/distributed/rpc/dist_autograd_test.py',
2398
    'torch/testing/_internal/distributed/rpc/dist_optimizer_test.py',
2399
    'torch/testing/_internal/distributed/rpc/examples/__init__.py',
2400
    'torch/testing/_internal/distributed/rpc/examples/parameter_server_test.py',
2401
    'torch/testing/_internal/distributed/rpc/examples/reinforcement_learning_rpc_test.py',
2402
    'torch/testing/_internal/distributed/rpc/faulty_agent_rpc_test.py',
2403
    'torch/testing/_internal/distributed/rpc/faulty_rpc_agent_test_fixture.py',
2404
    'torch/testing/_internal/distributed/rpc/jit/__init__.py',
2405
    'torch/testing/_internal/distributed/rpc/jit/dist_autograd_test.py',
2406
    'torch/testing/_internal/distributed/rpc/jit/rpc_test.py',
2407
    'torch/testing/_internal/distributed/rpc/jit/rpc_test_faulty.py',
2408
    'torch/testing/_internal/distributed/rpc/rpc_agent_test_fixture.py',
2409
    'torch/testing/_internal/distributed/rpc/rpc_test.py',
2410
    'torch/testing/_internal/distributed/rpc/tensorpipe_rpc_agent_test_fixture.py',
2411
    'torch/testing/_internal/distributed/rpc_utils.py',
2412
    'torch/testing/_internal/generated/__init__.py',
2413
    'torch/testing/_internal/hypothesis_utils.py',
2414
    'torch/testing/_internal/inductor_utils.py',
2415
    'torch/testing/_internal/jit_metaprogramming_utils.py',
2416
    'torch/testing/_internal/jit_utils.py',
2417
    'torch/testing/_internal/logging_tensor.py',
2418
    'torch/testing/_internal/logging_utils.py',
2419
    'torch/testing/_internal/optests/__init__.py',
2420
    'torch/testing/_internal/optests/aot_autograd.py',
2421
    'torch/testing/_internal/optests/compile_check.py',
2422
    'torch/testing/_internal/optests/fake_tensor.py',
2423
    'torch/testing/_internal/optests/make_fx.py',
2424
    'torch/testing/_internal/quantization_torch_package_models.py',
2425
    'torch/testing/_internal/test_module/__init__.py',
2426
    'torch/testing/_internal/test_module/future_div.py',
2427
    'torch/testing/_internal/test_module/no_future_div.py',
2428
    'torch/torch_version.py',
2429
    'torch/types.py',
2430
    'torch/utils/__init__.py',
2431
    'torch/utils/_contextlib.py',
2432
    'torch/utils/_cpp_extension_versioner.py',
2433
    'torch/utils/_crash_handler.py',
2434
    'torch/utils/_cuda_trace.py',
2435
    'torch/utils/_device.py',
2436
    'torch/utils/_foreach_utils.py',
2437
    'torch/utils/_freeze.py',
2438
    'torch/utils/_mode_utils.py',
2439
    'torch/utils/_python_dispatch.py',
2440
    'torch/utils/_stats.py',
2441
    'torch/utils/_sympy/__init__.py',
2442
    'torch/utils/_sympy/functions.py',
2443
    'torch/utils/_sympy/value_ranges.py',
2444
    'torch/utils/_traceback.py',
2445
    'torch/utils/_zip.py',
2446
    'torch/utils/backcompat/__init__.py',
2447
    'torch/utils/backend_registration.py',
2448
    'torch/utils/benchmark/__init__.py',
2449
    'torch/utils/benchmark/examples/__init__.py',
2450
    'torch/utils/benchmark/examples/blas_compare.py',
2451
    'torch/utils/benchmark/examples/blas_compare_setup.py',
2452
    'torch/utils/benchmark/examples/compare.py',
2453
    'torch/utils/benchmark/examples/end_to_end.py',
2454
    'torch/utils/benchmark/examples/fuzzer.py',
2455
    'torch/utils/benchmark/examples/op_benchmark.py',
2456
    'torch/utils/benchmark/examples/simple_timeit.py',
2457
    'torch/utils/benchmark/examples/sparse/compare.py',
2458
    'torch/utils/benchmark/examples/sparse/fuzzer.py',
2459
    'torch/utils/benchmark/examples/sparse/op_benchmark.py',
2460
    'torch/utils/benchmark/examples/spectral_ops_fuzz_test.py',
2461
    'torch/utils/benchmark/op_fuzzers/__init__.py',
2462
    'torch/utils/benchmark/op_fuzzers/binary.py',
2463
    'torch/utils/benchmark/op_fuzzers/sparse_binary.py',
2464
    'torch/utils/benchmark/op_fuzzers/sparse_unary.py',
2465
    'torch/utils/benchmark/op_fuzzers/spectral.py',
2466
    'torch/utils/benchmark/op_fuzzers/unary.py',
2467
    'torch/utils/benchmark/utils/__init__.py',
2468
    'torch/utils/benchmark/utils/_stubs.py',
2469
    'torch/utils/benchmark/utils/common.py',
2470
    'torch/utils/benchmark/utils/compare.py',
2471
    'torch/utils/benchmark/utils/compile.py',
2472
    'torch/utils/benchmark/utils/cpp_jit.py',
2473
    'torch/utils/benchmark/utils/fuzzer.py',
2474
    'torch/utils/benchmark/utils/sparse_fuzzer.py',
2475
    'torch/utils/benchmark/utils/timer.py',
2476
    'torch/utils/benchmark/utils/valgrind_wrapper/__init__.py',
2477
    'torch/utils/benchmark/utils/valgrind_wrapper/timer_interface.py',
2478
    'torch/utils/bottleneck/__init__.py',
2479
    'torch/utils/bottleneck/__main__.py',
2480
    'torch/utils/bundled_inputs.py',
2481
    'torch/utils/checkpoint.py',
2482
    'torch/utils/collect_env.py',
2483
    'torch/utils/cpp_backtrace.py',
2484
    'torch/utils/cpp_extension.py',
2485
    'torch/utils/data/__init__.py',
2486
    'torch/utils/data/_utils/__init__.py',
2487
    'torch/utils/data/_utils/collate.py',
2488
    'torch/utils/data/_utils/fetch.py',
2489
    'torch/utils/data/_utils/pin_memory.py',
2490
    'torch/utils/data/_utils/serialization.py',
2491
    'torch/utils/data/_utils/signal_handling.py',
2492
    'torch/utils/data/_utils/worker.py',
2493
    'torch/utils/data/backward_compatibility.py',
2494
    'torch/utils/data/dataloader.py',
2495
    'torch/utils/data/datapipes/__init__.py',
2496
    'torch/utils/data/datapipes/_decorator.py',
2497
    'torch/utils/data/datapipes/_hook_iterator.py',
2498
    'torch/utils/data/datapipes/_typing.py',
2499
    'torch/utils/data/datapipes/dataframe/__init__.py',
2500
    'torch/utils/data/datapipes/dataframe/dataframe_wrapper.py',
2501
    'torch/utils/data/datapipes/dataframe/dataframes.py',
2502
    'torch/utils/data/datapipes/dataframe/datapipes.py',
2503
    'torch/utils/data/datapipes/dataframe/structures.py',
2504
    'torch/utils/data/datapipes/datapipe.py',
2505
    'torch/utils/data/datapipes/gen_pyi.py',
2506
    'torch/utils/data/datapipes/iter/__init__.py',
2507
    'torch/utils/data/datapipes/iter/callable.py',
2508
    'torch/utils/data/datapipes/iter/combinatorics.py',
2509
    'torch/utils/data/datapipes/iter/combining.py',
2510
    'torch/utils/data/datapipes/iter/filelister.py',
2511
    'torch/utils/data/datapipes/iter/fileopener.py',
2512
    'torch/utils/data/datapipes/iter/grouping.py',
2513
    'torch/utils/data/datapipes/iter/routeddecoder.py',
2514
    'torch/utils/data/datapipes/iter/selecting.py',
2515
    'torch/utils/data/datapipes/iter/sharding.py',
2516
    'torch/utils/data/datapipes/iter/streamreader.py',
2517
    'torch/utils/data/datapipes/iter/utils.py',
2518
    'torch/utils/data/datapipes/map/__init__.py',
2519
    'torch/utils/data/datapipes/map/callable.py',
2520
    'torch/utils/data/datapipes/map/combinatorics.py',
2521
    'torch/utils/data/datapipes/map/combining.py',
2522
    'torch/utils/data/datapipes/map/grouping.py',
2523
    'torch/utils/data/datapipes/map/utils.py',
2524
    'torch/utils/data/datapipes/utils/__init__.py',
2525
    'torch/utils/data/datapipes/utils/common.py',
2526
    'torch/utils/data/datapipes/utils/decoder.py',
2527
    'torch/utils/data/datapipes/utils/snapshot.py',
2528
    'torch/utils/data/distributed.py',
2529
    'torch/utils/data/graph.py',
2530
    'torch/utils/data/graph_settings.py',
2531
    'torch/utils/data/sampler.py',
2532
    'torch/utils/dlpack.py',
2533
    'torch/utils/file_baton.py',
2534
    'torch/utils/flop_counter.py',
2535
    'torch/utils/hipify/__init__.py',
2536
    'torch/utils/hipify/constants.py',
2537
    'torch/utils/hipify/cuda_to_hip_mappings.py',
2538
    'torch/utils/hipify/hipify_python.py',
2539
    'torch/utils/hipify/version.py',
2540
    'torch/utils/hooks.py',
2541
    'torch/utils/jit/__init__.py',
2542
    'torch/utils/jit/log_extract.py',
2543
    'torch/utils/mkldnn.py',
2544
    'torch/utils/mobile_optimizer.py',
2545
    'torch/utils/model_dump/__init__.py',
2546
    'torch/utils/model_dump/__main__.py',
2547
    'torch/utils/model_zoo.py',
2548
    'torch/utils/show_pickle.py',
2549
    'torch/utils/tensorboard/__init__.py',
2550
    'torch/utils/tensorboard/_caffe2_graph.py',
2551
    'torch/utils/tensorboard/_convert_np.py',
2552
    'torch/utils/tensorboard/_embedding.py',
2553
    'torch/utils/tensorboard/_onnx_graph.py',
2554
    'torch/utils/tensorboard/_proto_graph.py',
2555
    'torch/utils/tensorboard/_pytorch_graph.py',
2556
    'torch/utils/tensorboard/_utils.py',
2557
    'torch/utils/tensorboard/summary.py',
2558
    'torch/utils/tensorboard/writer.py',
2559
    'torch/utils/throughput_benchmark.py',
2560
    'torch/utils/viz/__init__.py',
2561
    'torch/utils/viz/_cycles.py',
2562
    'torch/utils/weak.py',
2563
]
2564
init_command = [
2565
    'python3',
2566
    'tools/linter/adapters/pip_init.py',
2567
    '--dry-run={{DRYRUN}}',
2568
    '--no-black-binary',
2569
    'black==23.12.1',
2570
    'ufmt==2.1.0',
2571
    'usort==1.0.6',
2572
]
2573
is_formatter = true
2574

2575
[[linter]]
2576
code = 'COPYRIGHT'
2577
include_patterns = ['**']
2578
exclude_patterns = [
2579
    '.lintrunner.toml',
2580
    'fb/**',
2581
    '**/fb/**',
2582
]
2583
command = [
2584
    'python3',
2585
    'tools/linter/adapters/grep_linter.py',
2586
    '--pattern=Confidential and proprietary',
2587
    '--linter-name=COPYRIGHT',
2588
    '--error-name=Confidential Code',
2589
    """--error-description=\
2590
        Proprietary and confidential source code\
2591
        should not be contributed to PyTorch codebase\
2592
    """,
2593
    '--',
2594
    '@{{PATHSFILE}}'
2595
]
2596

2597
[[linter]]
2598
code = 'BAZEL_LINTER'
2599
include_patterns = ['WORKSPACE']
2600
command = [
2601
    'python3',
2602
    'tools/linter/adapters/bazel_linter.py',
2603
    '--binary=.lintbin/bazel',
2604
    '--',
2605
    '@{{PATHSFILE}}'
2606
]
2607
init_command = [
2608
    'python3',
2609
    'tools/linter/adapters/s3_init.py',
2610
    '--config-json=tools/linter/adapters/s3_init_config.json',
2611
    '--linter=bazel',
2612
    '--dry-run={{DRYRUN}}',
2613
    '--output-dir=.lintbin',
2614
    '--output-name=bazel',
2615
]
2616
is_formatter = true
2617

2618
[[linter]]
2619
code = 'LINTRUNNER_VERSION'
2620
include_patterns = ['**']
2621
exclude_patterns = [
2622
    'fb/**',
2623
    '**/fb/**',
2624
]
2625
command = [
2626
    'python3',
2627
    'tools/linter/adapters/lintrunner_version_linter.py'
2628
]
2629

2630
[[linter]]
2631
code = 'RUFF'
2632
include_patterns = ['**/*.py', '**/*.pyi']
2633
exclude_patterns = [
2634
    'caffe2/**',
2635
    'functorch/docs/**',
2636
    'functorch/notebooks/**',
2637
    'torch/_inductor/fx_passes/serialized_patterns/**',
2638
    'scripts/**',
2639
    'third_party/**',
2640
    'fb/**',
2641
    '**/fb/**',
2642
]
2643
command = [
2644
    'python3',
2645
    'tools/linter/adapters/ruff_linter.py',
2646
    '--config=pyproject.toml',
2647
    '--show-disable',
2648
    '--',
2649
    '@{{PATHSFILE}}'
2650
]
2651
init_command = [
2652
    'python3',
2653
    'tools/linter/adapters/pip_init.py',
2654
    '--dry-run={{DRYRUN}}',
2655
    'ruff==0.3.0',
2656
]
2657
is_formatter = true
2658

2659
# This linter prevents merge conlicts in csv files in pytorch by enforcing
2660
# three lines of whitespace between entries such that unless people are modifying
2661
# the same line, merge conflicts should not arise in git or hg
2662
[[linter]]
2663
code = 'MERGE_CONFLICTLESS_CSV'
2664
include_patterns = ['benchmarks/dynamo/ci_expected_accuracy/*.csv']
2665
command = [
2666
    'python3',
2667
    'tools/linter/adapters/no_merge_conflict_csv_linter.py',
2668
    '--',
2669
    '@{{PATHSFILE}}'
2670
]
2671
is_formatter = true
2672