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14 Commits

Author SHA1 Message Date
Maggie Moss
086dec3235 Pyrefly suppressions 6/n (#164877) 
Adds suppressions to pyrefly will typecheck clean: https://github.com/pytorch/pytorch/issues/163283

Almost there!

Test plan:
dmypy restart && python3 scripts/lintrunner.py -a
pyrefly check

step 1: delete lines in the pyrefly.toml file from the project-excludes field
step 2: run pyrefly check
step 3: add suppressions, clean up unused suppressions
before: https://gist.github.com/maggiemoss/4b3bf2037014e116bc00706a16aef199

after:

INFO 0 errors (5,064 ignored)

Only four directories left to enable

Pull Request resolved: https://github.com/pytorch/pytorch/pull/164877
Approved by: https://github.com/oulgen
 2025-10-08 02:30:57 +00:00
Clark Kang
6d64bc3990 [data foundation][vizard] Prevent checking the device type of numpy object in Tensorboard logger (#162888) 
Summary:
The check is introduced in D82262053
- `scalar_value` could be a numpy object
  - Move the check of `device.type` into `make_np` method where it happens only when it's a `torch.Tensor`.

Test Plan:
```
vizard launch -j 1x8 --launch=flow --config-path=pkg://vizard_projects.image_classification.configs --config-name=resnet50 ++flow.secure_group=ml_sensors ++flow.entitlement=ai_frameworks_pnb ++max_train_steps_per_epoch=10 ++max_epochs=5 ++log_every_n_steps=10 ++profiler=null ++max_eval_steps_per_epoch=10
```

Rollback Plan:

Differential Revision: D82383428

Pull Request resolved: https://github.com/pytorch/pytorch/pull/162888
Approved by: https://github.com/xush6528
 2025-09-14 08:09:08 +00:00
bobrenjc93
af823bd526 remove allow-untyped-defs from utils/tensorboard/_convert_np.py (#143918) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/143918
Approved by: https://github.com/Skylion007
 2024-12-27 22:19:33 +00:00
Aaron Orenstein
57536286e2 Flip default value for mypy disallow_untyped_defs [10/11] (#127847) 
See #127836 for details.

Pull Request resolved: https://github.com/pytorch/pytorch/pull/127847
Approved by: https://github.com/oulgen
ghstack dependencies: #127842, #127843, #127844, #127845, #127846
 2024-06-08 18:50:06 +00:00
cyy
45628e3b66 Remove Caffe2 python (#125143) 
This PR tries to decompose https://github.com/pytorch/pytorch/pull/122527 into a smaller one. Caffe2 python build scripts were removed and some tensorboard code using Caffe2 was removed too.
To be noted, this was inspired and is co-dev with @r-barnes.

Pull Request resolved: https://github.com/pytorch/pytorch/pull/125143
Approved by: https://github.com/r-barnes, https://github.com/albanD
 2024-05-10 21:15:43 +00:00
Vikram Srivastava
bcf35c6ae6 [tensorboard] Handle bfloat16 type in add_histogram (#120087) 
Summary:
add_histogram fails for this data type. Updating conversion code to handle it.

Stack trace for the failure -

`
[trainer0]Traceback (most recent call last):
[trainer0]  File "<torch_package_0>.tensorboard/logging/summary_v2.py", line 203, in unscriptable_record_summary
[trainer0]    unscriptable_histogram(name, t, step, ranks)
[trainer0]  File "<torch_package_0>.tensorboard/logging/fx_v1.py", line 146, in unscriptable_histogram
[trainer0]    Adhoc.writer().add_histogram(tag, x, step.int())
[trainer0]  File "/tmp/aienv/images/aienv_image_09slg3j1/torch/utils/tensorboard/writer.py", line 40, in wrapper
[trainer0]    resp = super_method(*args, **kwargs)
[trainer0]  File "/tmp/aienv/images/aienv_image_09slg3j1/torch/utils/tensorboard/writer_oss.py", line 526, in add_histogram
[trainer0]    histogram(tag, values, bins, max_bins=max_bins), global_step, walltime
[trainer0]  File "/tmp/aienv/images/aienv_image_09slg3j1/torch/utils/tensorboard/summary.py", line 482, in histogram
[trainer0]    values = make_np(values)
[trainer0]  File "/tmp/aienv/images/aienv_image_09slg3j1/torch/utils/tensorboard/_convert_np.py", line 23, in make_np
[trainer0]    return _prepare_pytorch(x)
[trainer0]  File "/tmp/aienv/images/aienv_image_09slg3j1/torch/utils/tensorboard/_convert_np.py", line 30, in _prepare_pytorch
[trainer0]    x = x.detach().cpu().numpy()
[trainer0]TypeError: Got unsupported ScalarType BFloat16
`

Test Plan: Updated unit test that was failing before but passes after this change.

Reviewed By: hamzajzmati, jcarreiro

Differential Revision: D53841197

Pull Request resolved: https://github.com/pytorch/pytorch/pull/120087
Approved by: https://github.com/jcarreiro, https://github.com/yanboliang
 2024-03-05 00:27:21 +00:00
NVS Abhilash
f58ecd4823 docs: fix docstrings for datapipes and other (#112765) 
Fixes #112636

Before: 265
```
torch/utils/data/datapipes/dataframe/structures.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/dataframe/structures.py:8 in public class `DataChunkDF`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/dataframe/structures.py:8 in public class `DataChunkDF`:
        D208: Docstring is over-indented
torch/utils/data/datapipes/dataframe/structures.py:8 in public class `DataChunkDF`:
        D400: First line should end with a period (not ',')
torch/utils/data/datapipes/dataframe/structures.py:13 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/dataframe/structures.py:17 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/datapipe.py:43 in public class `IterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/datapipe.py:119 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:122 in public method `__getattr__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:135 in public method `register_function`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:139 in public method `register_datapipe_as_function`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:161 in public method `__getstate__`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/datapipe.py:161 in public method `__getstate__`:
        D401: First line should be in imperative mood; try rephrasing (found 'This')
torch/utils/data/datapipes/datapipe.py:171 in public method `__reduce_ex__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:180 in public method `set_getstate_hook`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:186 in public method `set_reduce_ex_hook`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:191 in public method `__repr__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:197 in public method `__str__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:203 in public method `__dir__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:208 in public method `reset`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/datapipe.py:208 in public method `reset`:
        D400: First line should end with a period (not ',')
torch/utils/data/datapipes/datapipe.py:217 in public class `DFIterDataPipe`:
        D101: Missing docstring in public class
torch/utils/data/datapipes/datapipe.py:223 in public class `MapDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/datapipe.py:261 in public method `__getattr__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:274 in public method `register_function`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:278 in public method `register_datapipe_as_function`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:293 in public method `__getstate__`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/datapipe.py:293 in public method `__getstate__`:
        D401: First line should be in imperative mood; try rephrasing (found 'This')
torch/utils/data/datapipes/datapipe.py:303 in public method `__reduce_ex__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:312 in public method `set_getstate_hook`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:318 in public method `set_reduce_ex_hook`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:323 in public method `__repr__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:329 in public method `__str__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:335 in public method `__dir__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:392 in public class `DataChunk`:
        D101: Missing docstring in public class
torch/utils/data/datapipes/datapipe.py:393 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/datapipe.py:397 in public method `as_str`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:401 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:404 in public method `raw_iterator`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/callable.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/callable.py:23 in public class `MapperIterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/callable.py:23 in public class `MapperIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/callable.py:63 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/callable.py:121 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/callable.py:125 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/callable.py:173 in public class `CollatorIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/callable.py:213 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/combinatorics.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/combinatorics.py:18 in public class `SamplerIterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/combinatorics.py:29 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/combinatorics.py:44 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combinatorics.py:47 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combinatorics.py:56 in public class `ShufflerIterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/combinatorics.py:56 in public class `ShufflerIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/combinatorics.py:56 in public class `ShufflerIterDataPipe`:
        D400: First line should end with a period (not 'r')
torch/utils/data/datapipes/iter/combinatorics.py:94 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/combinatorics.py:114 in public method `set_shuffle`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/combinatorics.py:118 in public method `set_seed`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/combinatorics.py:122 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combinatorics.py:137 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combinatorics.py:142 in public method `reset`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/combinatorics.py:150 in public method `__getstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combinatorics.py:165 in public method `__setstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combinatorics.py:179 in public method `__del__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/combining.py:26 in public class `ConcaterIterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/combining.py:26 in public class `ConcaterIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/combining.py:26 in public class `ConcaterIterDataPipe`:
        D400: First line should end with a period (not 'l')
torch/utils/data/datapipes/iter/combining.py:44 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/combining.py:51 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:55 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:64 in public class `ForkerIterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/combining.py:92 in public method `__new__`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/combining.py:108 in private class `_ContainerTemplate`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/combining.py:108 in private class `_ContainerTemplate`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/combining.py:108 in private class `_ContainerTemplate`:
        D400: First line should end with a period (not 'd')
torch/utils/data/datapipes/iter/combining.py:126 in private method `get_length_by_instance`:
        D200: One-line docstring should fit on one line with quotes (found 3)
torch/utils/data/datapipes/iter/combining.py:126 in private method `get_length_by_instance`:
        D400: First line should end with a period (not '`')
torch/utils/data/datapipes/iter/combining.py:136 in private class `_ForkerIterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/combining.py:136 in private class `_ForkerIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/combining.py:136 in private class `_ForkerIterDataPipe`:
        D400: First line should end with a period (not 's')
torch/utils/data/datapipes/iter/combining.py:275 in private class `_ChildDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/combining.py:275 in private class `_ChildDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/combining.py:275 in private class `_ChildDataPipe`:
        D400: First line should end with a period (not 's')
torch/utils/data/datapipes/iter/combining.py:320 in private method `_set_main_datapipe_valid_iterator_id`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/combining.py:343 in private method `_check_valid_iterator_id`:
        D200: One-line docstring should fit on one line with quotes (found 3)
torch/utils/data/datapipes/iter/combining.py:351 in public class `DemultiplexerIterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/combining.py:351 in public class `DemultiplexerIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/combining.py:351 in public class `DemultiplexerIterDataPipe`:
        D400: First line should end with a period (not 'n')
torch/utils/data/datapipes/iter/combining.py:384 in public method `__new__`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/combining.py:399 in private class `_DemultiplexerIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/combining.py:399 in private class `_DemultiplexerIterDataPipe`:
        D400: First line should end with a period (not 's')
torch/utils/data/datapipes/iter/combining.py:534 in public class `MultiplexerIterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/combining.py:534 in public class `MultiplexerIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/combining.py:534 in public class `MultiplexerIterDataPipe`:
        D400: First line should end with a period (not ',')
torch/utils/data/datapipes/iter/combining.py:549 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/combining.py:553 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:566 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:572 in public method `reset`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/combining.py:575 in public method `__getstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:585 in public method `__setstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:593 in public method `__del__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:599 in public class `ZipperIterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/combining.py:599 in public class `ZipperIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/combining.py:615 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/combining.py:622 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:626 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/filelister.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/filelister.py:15 in public class `FileListerIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/filelister.py:36 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/filelister.py:58 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/filelister.py:62 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/fileopener.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/fileopener.py:15 in public class `FileOpenerIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/fileopener.py:15 in public class `FileOpenerIterDataPipe`:
        D400: First line should end with a period (not 'm')
torch/utils/data/datapipes/iter/fileopener.py:42 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/fileopener.py:66 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/fileopener.py:69 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/grouping.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/grouping.py:31 in public class `BatcherIterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/grouping.py:31 in public class `BatcherIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/grouping.py:31 in public class `BatcherIterDataPipe`:
        D400: First line should end with a period (not 's')
torch/utils/data/datapipes/iter/grouping.py:55 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/grouping.py:68 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/grouping.py:79 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/grouping.py:91 in public class `UnBatcherIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/grouping.py:91 in public class `UnBatcherIterDataPipe`:
        D400: First line should end with a period (not 'l')
torch/utils/data/datapipes/iter/grouping.py:112 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/grouping.py:118 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/grouping.py:143 in public class `GrouperIterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/grouping.py:143 in public class `GrouperIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/grouping.py:143 in public class `GrouperIterDataPipe`:
        D400: First line should end with a period (not ',')
torch/utils/data/datapipes/iter/grouping.py:185 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/grouping.py:233 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/grouping.py:257 in public method `reset`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/grouping.py:261 in public method `__getstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/grouping.py:278 in public method `__setstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/grouping.py:294 in public method `__del__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/routeddecoder.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/routeddecoder.py:19 in public class `RoutedDecoderIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/routeddecoder.py:19 in public class `RoutedDecoderIterDataPipe`:
        D400: First line should end with a period (not 'a')
torch/utils/data/datapipes/iter/routeddecoder.py:37 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/routeddecoder.py:53 in public method `add_handler`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/routeddecoder.py:56 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/routeddecoder.py:62 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/selecting.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/selecting.py:21 in public class `FilterIterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/selecting.py:46 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/selecting.py:70 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/sharding.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/sharding.py:17 in public class `SHARDING_PRIORITIES`:
        D101: Missing docstring in public class
torch/utils/data/datapipes/iter/sharding.py:30 in public class `ShardingFilterIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/sharding.py:30 in public class `ShardingFilterIterDataPipe`:
        D400: First line should end with a period (not 's')
torch/utils/data/datapipes/iter/sharding.py:39 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/sharding.py:47 in public method `apply_sharding`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/sharding.py:74 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/sharding.py:79 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/streamreader.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/streamreader.py:10 in public class `StreamReaderIterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/streamreader.py:10 in public class `StreamReaderIterDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/iter/streamreader.py:10 in public class `StreamReaderIterDataPipe`:
        D400: First line should end with a period (not 'l')
torch/utils/data/datapipes/iter/streamreader.py:27 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/streamreader.py:31 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/utils.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/utils.py:9 in public class `IterableWrapperIterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/iter/utils.py:29 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/utils.py:33 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/utils.py:49 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/callable.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/map/callable.py:14 in public function `default_fn`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/map/callable.py:20 in public class `MapperMapDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/map/callable.py:20 in public class `MapperMapDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/map/callable.py:45 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/map/callable.py:55 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/callable.py:58 in public method `__getitem__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combinatorics.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/map/combinatorics.py:15 in public class `ShufflerIterDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/map/combinatorics.py:55 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/map/combinatorics.py:68 in public method `set_shuffle`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/map/combinatorics.py:72 in public method `set_seed`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/map/combinatorics.py:76 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combinatorics.py:85 in public method `reset`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/map/combinatorics.py:92 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combinatorics.py:95 in public method `__getstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combinatorics.py:110 in public method `__setstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combining.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/map/combining.py:12 in public class `ConcaterMapDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/map/combining.py:12 in public class `ConcaterMapDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/map/combining.py:34 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/map/combining.py:43 in public method `__getitem__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combining.py:52 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combining.py:58 in public class `ZipperMapDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/map/combining.py:58 in public class `ZipperMapDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/map/combining.py:76 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/map/combining.py:85 in public method `__getitem__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combining.py:94 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/grouping.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/map/grouping.py:12 in public class `BatcherMapDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/map/grouping.py:12 in public class `BatcherMapDataPipe`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/map/grouping.py:12 in public class `BatcherMapDataPipe`:
        D400: First line should end with a period (not 's')
torch/utils/data/datapipes/map/grouping.py:34 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/map/grouping.py:47 in public method `__getitem__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/grouping.py:60 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/utils.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/map/utils.py:9 in public class `SequenceWrapperMapDataPipe`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/map/utils.py:32 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/map/utils.py:45 in public method `__getitem__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/utils.py:48 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/utils/common.py:26 in public function `validate_input_col`:
        D400: First line should end with a period (not 'n')
torch/utils/data/datapipes/utils/common.py:26 in public function `validate_input_col`:
        D401: First line should be in imperative mood (perhaps 'Check', not 'Checks')
torch/utils/data/datapipes/utils/common.py:127 in private function `_check_unpickable_fn`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/utils/common.py:127 in private function `_check_unpickable_fn`:
        D400: First line should end with a period (not 'g')
torch/utils/data/datapipes/utils/common.py:127 in private function `_check_unpickable_fn`:
        D401: First line should be in imperative mood (perhaps 'Check', not 'Checks')
torch/utils/data/datapipes/utils/common.py:156 in public function `match_masks`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/common.py:170 in public function `get_file_pathnames_from_root`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/common.py:207 in public function `get_file_binaries_from_pathnames`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/common.py:220 in public function `validate_pathname_binary_tuple`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/common.py:290 in public class `StreamWrapper`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/utils/common.py:290 in public class `StreamWrapper`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/utils/common.py:290 in public class `StreamWrapper`:
        D400: First line should end with a period (not 'y')
torch/utils/data/datapipes/utils/common.py:298 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/utils/common.py:315 in public method `close_streams`:
        D200: One-line docstring should fit on one line with quotes (found 3)
torch/utils/data/datapipes/utils/common.py:331 in public method `__getattr__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:335 in public method `close`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/utils/common.py:351 in public method `autoclose`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/utils/common.py:351 in public method `autoclose`:
        D400: First line should end with a period (not 's')
torch/utils/data/datapipes/utils/common.py:359 in public method `__dir__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:364 in public method `__del__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:368 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:371 in public method `__next__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:374 in public method `__repr__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:380 in public method `__getstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:383 in public method `__setstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/decoder.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/utils/decoder.py:31 in public function `basichandlers`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/decoder.py:87 in public function `handle_extension`:
        D202: No blank lines allowed after function docstring (found 1)
torch/utils/data/datapipes/utils/decoder.py:87 in public function `handle_extension`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/utils/decoder.py:87 in public function `handle_extension`:
        D401: First line should be in imperative mood (perhaps 'Return', not 'Returns')
torch/utils/data/datapipes/utils/decoder.py:115 in public class `ImageHandler`:
        D204: 1 blank line required after class docstring (found 0)
torch/utils/data/datapipes/utils/decoder.py:115 in public class `ImageHandler`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/utils/decoder.py:139 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/utils/decoder.py:143 in public method `__call__`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/utils/decoder.py:187 in public function `imagehandler`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/decoder.py:194 in public function `videohandler`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/decoder.py:215 in public function `audiohandler`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/decoder.py:236 in public class `MatHandler`:
        D101: Missing docstring in public class
torch/utils/data/datapipes/utils/decoder.py:237 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/utils/decoder.py:247 in public method `__call__`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/utils/decoder.py:253 in public function `mathandler`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/decoder.py:261 in public function `extension_extract_fn`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/decoder.py:270 in public class `Decoder`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/utils/decoder.py:276 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/utils/decoder.py:282 in public method `add_handler`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/utils/decoder.py:292 in public method `decode1`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/utils/decoder.py:309 in public method `decode`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/utils/decoder.py:326 in public method `__call__`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/utils/snapshot.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/utils/snapshot.py:11 in private function `_simple_graph_snapshot_restoration`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/data/datapipes/utils/snapshot.py:11 in private function `_simple_graph_snapshot_restoration`:
        D400: First line should end with a period (not ',')
torch/utils/data/datapipes/utils/snapshot.py:11 in private function `_simple_graph_snapshot_restoration`:
        D401: First line should be in imperative mood; try rephrasing (found 'This')
torch/utils/tensorboard/_convert_np.py:1 at module level:
        D200: One-line docstring should fit on one line with quotes (found 3)
torch/utils/tensorboard/_convert_np.py:9 in public function `make_np`:
        D205: 1 blank line required between summary line and description (found 0)
torch/utils/tensorboard/_convert_np.py:9 in public function `make_np`:
        D400: First line should end with a period (not ':')
265
```

After: 166
```
torch/utils/data/datapipes/dataframe/structures.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/dataframe/structures.py:10 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/dataframe/structures.py:14 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/datapipe.py:120 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:123 in public method `__getattr__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:136 in public method `register_function`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:140 in public method `register_datapipe_as_function`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:173 in public method `__reduce_ex__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:182 in public method `set_getstate_hook`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:188 in public method `set_reduce_ex_hook`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:193 in public method `__repr__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:199 in public method `__str__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:205 in public method `__dir__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:221 in public class `DFIterDataPipe`:
        D101: Missing docstring in public class
torch/utils/data/datapipes/datapipe.py:266 in public method `__getattr__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:279 in public method `register_function`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:283 in public method `register_datapipe_as_function`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:309 in public method `__reduce_ex__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:318 in public method `set_getstate_hook`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:324 in public method `set_reduce_ex_hook`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:329 in public method `__repr__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:335 in public method `__str__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:341 in public method `__dir__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:398 in public class `DataChunk`:
        D101: Missing docstring in public class
torch/utils/data/datapipes/datapipe.py:399 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/datapipe.py:403 in public method `as_str`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/datapipe.py:407 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/datapipe.py:410 in public method `raw_iterator`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/callable.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/callable.py:65 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/callable.py:123 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/callable.py:127 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/callable.py:216 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/combinatorics.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/combinatorics.py:30 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/combinatorics.py:45 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combinatorics.py:48 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combinatorics.py:97 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/combinatorics.py:117 in public method `set_shuffle`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/combinatorics.py:121 in public method `set_seed`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/combinatorics.py:125 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combinatorics.py:140 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combinatorics.py:145 in public method `reset`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/combinatorics.py:153 in public method `__getstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combinatorics.py:168 in public method `__setstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combinatorics.py:182 in public method `__del__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/combining.py:46 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/combining.py:53 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:57 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:95 in public method `__new__`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/combining.py:388 in public method `__new__`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/combining.py:556 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/combining.py:560 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:573 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:579 in public method `reset`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/combining.py:582 in public method `__getstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:592 in public method `__setstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:600 in public method `__del__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:624 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/combining.py:631 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/combining.py:635 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/filelister.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/filelister.py:37 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/filelister.py:59 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/filelister.py:63 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/fileopener.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/fileopener.py:41 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/fileopener.py:65 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/fileopener.py:68 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/grouping.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/grouping.py:57 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/grouping.py:70 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/grouping.py:81 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/grouping.py:115 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/grouping.py:121 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/grouping.py:190 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/grouping.py:238 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/grouping.py:262 in public method `reset`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/grouping.py:266 in public method `__getstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/grouping.py:283 in public method `__setstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/grouping.py:299 in public method `__del__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/routeddecoder.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/routeddecoder.py:38 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/routeddecoder.py:54 in public method `add_handler`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/routeddecoder.py:57 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/routeddecoder.py:63 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/selecting.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/selecting.py:47 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/selecting.py:71 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/sharding.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/sharding.py:17 in public class `SHARDING_PRIORITIES`:
        D101: Missing docstring in public class
torch/utils/data/datapipes/iter/sharding.py:40 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/sharding.py:48 in public method `apply_sharding`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/iter/sharding.py:75 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/sharding.py:80 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/streamreader.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/streamreader.py:29 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/streamreader.py:33 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/utils.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/iter/utils.py:30 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/iter/utils.py:34 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/iter/utils.py:50 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/callable.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/map/callable.py:14 in public function `default_fn`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/map/callable.py:47 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/map/callable.py:57 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/callable.py:60 in public method `__getitem__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combinatorics.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/map/combinatorics.py:56 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/map/combinatorics.py:69 in public method `set_shuffle`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/map/combinatorics.py:73 in public method `set_seed`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/map/combinatorics.py:77 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combinatorics.py:86 in public method `reset`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/map/combinatorics.py:93 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combinatorics.py:96 in public method `__getstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combinatorics.py:111 in public method `__setstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combining.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/map/combining.py:36 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/map/combining.py:45 in public method `__getitem__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combining.py:54 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combining.py:80 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/map/combining.py:89 in public method `__getitem__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/combining.py:98 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/grouping.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/map/grouping.py:36 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/map/grouping.py:49 in public method `__getitem__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/grouping.py:62 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/utils.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/map/utils.py:33 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/map/utils.py:46 in public method `__getitem__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/map/utils.py:49 in public method `__len__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/utils/common.py:157 in public function `match_masks`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/common.py:171 in public function `get_file_pathnames_from_root`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/common.py:208 in public function `get_file_binaries_from_pathnames`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/common.py:221 in public function `validate_pathname_binary_tuple`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/common.py:300 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/utils/common.py:331 in public method `__getattr__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:335 in public method `close`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/utils/common.py:356 in public method `__dir__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:361 in public method `__del__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:365 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:368 in public method `__next__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:371 in public method `__repr__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:377 in public method `__getstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/common.py:380 in public method `__setstate__`:
        D105: Missing docstring in magic method
torch/utils/data/datapipes/utils/decoder.py:1 at module level:
        D100: Missing docstring in public module
torch/utils/data/datapipes/utils/decoder.py:31 in public function `basichandlers`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/decoder.py:141 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/utils/decoder.py:145 in public method `__call__`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/utils/decoder.py:189 in public function `imagehandler`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/decoder.py:196 in public function `videohandler`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/decoder.py:217 in public function `audiohandler`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/decoder.py:238 in public class `MatHandler`:
        D101: Missing docstring in public class
torch/utils/data/datapipes/utils/decoder.py:239 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/utils/decoder.py:249 in public method `__call__`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/utils/decoder.py:255 in public function `mathandler`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/decoder.py:263 in public function `extension_extract_fn`:
        D103: Missing docstring in public function
torch/utils/data/datapipes/utils/decoder.py:279 in public method `__init__`:
        D107: Missing docstring in __init__
torch/utils/data/datapipes/utils/decoder.py:285 in public method `add_handler`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/utils/decoder.py:295 in public method `decode1`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/utils/decoder.py:312 in public method `decode`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/utils/decoder.py:329 in public method `__call__`:
        D102: Missing docstring in public method
torch/utils/data/datapipes/utils/snapshot.py:1 at module level:
        D100: Missing docstring in public module
166
```

Pull Request resolved: https://github.com/pytorch/pytorch/pull/112765
Approved by: https://github.com/ejguan
 2023-11-03 21:01:19 +00:00
Justin Chu
4cc1745b13 [BE] f-stringify torch/ and scripts (#105538) 
This PR is a follow up on the pyupgrade series to convert more strings to use f-strings using `flynt`.

- https://docs.python.org/3/reference/lexical_analysis.html#f-strings
- https://pypi.org/project/flynt/

Command used:

```
flynt torch/ -ll 120
flynt scripts/ -ll 120
flynt tools/ -ll 120
```

and excluded `collect_env.py`

Pull Request resolved: https://github.com/pytorch/pytorch/pull/105538
Approved by: https://github.com/ezyang, https://github.com/malfet
 2023-07-21 19:35:24 +00:00
Edward Wang (EcoF)
7c0ccb8a9d black formatting for utils/tensorboard (#76396) 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/76396

Reviewed By: Reubend

Differential Revision: D35945748

Pulled By: edward-io

fbshipit-source-id: ffee22e88aaf49eb98b3e2eb6624a2dadb8ef754
(cherry picked from commit 6b5656b7c081cd69135b54f7d13d02c1c361b696)
 2022-04-28 00:21:58 +00:00
Rodrigo Berriel
a0dea074b2 Remove .data from benchmarks and tensorboard (#65389) 
Summary:
Related to https://github.com/pytorch/pytorch/issues/30987 and https://github.com/pytorch/pytorch/issues/33628. Fix the following tasks:

- Remove the use of `.data` in all our internal code:
  - [x] `benchmarks/`
  - [x] `torch/utils/tensorboard/`

cc pietern mrshenli pritamdamania87 zhaojuanmao satgera rohan-varma gqchen aazzolini osalpekar jiayisuse SciPioneer H-Huang gcramer23 albanD gchanan

Pull Request resolved: https://github.com/pytorch/pytorch/pull/65389

Reviewed By: soulitzer

Differential Revision: D31093464

Pulled By: albanD

fbshipit-source-id: 3a9c8834fd544a59a1cc2b930ae538fd1d46b232
 2021-09-22 11:16:59 -07:00
skyline75489
46b83212d1 Remove unused six code for Python 2/3 compatibility (#48077) 
Summary:
This is basically a reborn version of https://github.com/pytorch/pytorch/issues/45254 .

Ref: https://github.com/pytorch/pytorch/issues/42919

Pull Request resolved: https://github.com/pytorch/pytorch/pull/48077

Reviewed By: ngimel

Differential Revision: D25687042

Pulled By: bugra

fbshipit-source-id: 05f20a6f3c5212f73d0b1505b493b720e6cf74e5
 2020-12-22 18:07:08 -08:00
Xiang Gao
20ac736200 Remove py2 compatible future imports (#44735) 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/44735

Reviewed By: mruberry

Differential Revision: D23731306

Pulled By: ezyang

fbshipit-source-id: 0ba009a99e475ddbe22981be8ac636f8a1c8b02f
 2020-09-16 12:55:57 -07:00
Orion Reblitz-Richardson
c771d50ca2 Remove hard Caffe2 dependency for TensorBoard (#24295) 
Summary:
Fixes https://github.com/pytorch/pytorch/issues/24175 and https://github.com/pytorch/pytorch/issues/15618

We should not be importing caffe2 (and dependencies like future, etc) unless needed within `torch.utils.tensorboard`.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/24295

Reviewed By: NarineK

Differential Revision: D16797594

Pulled By: orionr

fbshipit-source-id: 984935e2121b62ea1b87a9de33af18ec45b7837b
 2019-08-13 20:33:24 -07:00
Tzu-Wei Huang
98e312cf96 TensorBoard support within PyTorch (#16196) 
Summary:
This PR adds TensorBoard logging support natively within PyTorch. It is based on the tensorboardX  code developed by lanpa and relies on changes inside the tensorflow/tensorboard repo landing at https://github.com/tensorflow/tensorboard/pull/2065.

With  these changes users can simply `pip install tensorboard; pip install torch` and then log PyTorch data directly to the TensorBoard protobuf format using

```
import torch
from torch.utils.tensorboard import SummaryWriter
writer = SummaryWriter()
s1 = torch.rand(1)
writer.add_scalar('data/scalar1', s1[0], 0)
writer.close()
```

Design:
- `EventFileWriter` and `RecordWriter` from tensorboardX now live in tensorflow/tensorboard
- `SummaryWriter` and PyTorch-specific conversion from tensors, nn modules, etc. now live in pytorch/pytorch. We also support Caffe2 blobs and nets.

Action items:
- [x] `from torch.utils.tensorboard import SummaryWriter`
- [x] rename functions
- [x] unittests
- [x] move actual writing function to tensorflow/tensorboard in https://github.com/tensorflow/tensorboard/pull/2065

Review:
- Please review for PyTorch standard formatting, code usage, etc.
- Please verify unittest usage is correct and executing in CI

Any significant changes made here will likely be synced back to github.com/lanpa/tensorboardX/ in the future.

cc orionr, ezyang
Pull Request resolved: https://github.com/pytorch/pytorch/pull/16196

Differential Revision: D15062901

Pulled By: orionr

fbshipit-source-id: 3812eb6aa07a2811979c5c7b70810261f9ea169e
 2019-04-25 21:30:23 -07:00