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15 Commits

Author SHA1 Message Date
Aaron Orenstein
038b927590 Flip default value for mypy disallow_untyped_defs [7/11] (#127844) 
See #127836 for details.

Pull Request resolved: https://github.com/pytorch/pytorch/pull/127844
Approved by: https://github.com/oulgen
ghstack dependencies: #127842, #127843
 2024-06-08 18:49:45 +00:00
IvanLauLinTiong
91c90f232a Fix docstring errors in reductions.py, spawn.py, pool.py, parameter.py, cpp.py, grad.py, __init__.py, profiler.py, queue.py, graph.py (#113052) 
Fixes #112595
- `torch/autograd/profiler.py` </br>
**Before: 37**

```
torch/autograd/profiler.py:1 at module level:
        D100: Missing docstring in public module
torch/autograd/profiler.py:91 in public class `profile`:
        D205: 1 blank line required between summary line and description (found 0)
torch/autograd/profiler.py:175 in public method `__init__`:
        D107: Missing docstring in __init__
torch/autograd/profiler.py:261 in public method `config`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:272 in public method `__enter__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:290 in public method `__exit__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:308 in public method `__repr__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:313 in public method `__str__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:322 in public method `table`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:346 in public method `export_chrome_trace`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:355 in public method `export_stacks`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:361 in public method `key_averages`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:368 in public method `total_average`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:377 in public method `self_cpu_time_total`:
        D205: 1 blank line required between summary line and description (found 0)
torch/autograd/profiler.py:377 in public method `self_cpu_time_total`:
        D400: First line should end with a period (not 'f')
torch/autograd/profiler.py:555 in public class `record_function`:
        D205: 1 blank line required between summary line and description (found 0)
torch/autograd/profiler.py:555 in public class `record_function`:
        D400: First line should end with a period (not 'f')
torch/autograd/profiler.py:591 in public method `__init__`:
        D107: Missing docstring in __init__
torch/autograd/profiler.py:602 in public method `__enter__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:608 in public method `__exit__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:625 in private method `_call_end_callbacks_on_future`:
        D205: 1 blank line required between summary line and description (found 0)
torch/autograd/profiler.py:625 in private method `_call_end_callbacks_on_future`:
        D400: First line should end with a period (not 'c')
torch/autograd/profiler.py:707 in public method `__init__`:
        D107: Missing docstring in __init__
torch/autograd/profiler.py:712 in public method `__enter__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:733 in public method `__exit__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:826 in public method `__init__`:
        D107: Missing docstring in __init__
torch/autograd/profiler.py:831 in public method `__enter__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:853 in public method `__exit__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:863 in public function `load_nvprof`:
        D401: First line should be in imperative mood (perhaps 'Open', not 'Opens')
torch/autograd/profiler.py:874 in public method `__init__`:
        D107: Missing docstring in __init__
torch/autograd/profiler.py:877 in public method `see`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:883 in public function `parse_nvprof_trace`:
        D103: Missing docstring in public function
torch/autograd/profiler.py:951 in public class `KinetoStepTracker`:
        D205: 1 blank line required between summary line and description (found 0)
torch/autograd/profiler.py:991 in public method `init_step_count`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:995 in public method `erase_step_count`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:1000 in public method `increment_step`:
        D205: 1 blank line required between summary line and description (found 0)
torch/autograd/profiler.py:1023 in public method `current_step`:
        D102: Missing docstring in public method
37
```

**After: 27**

```
torch/autograd/profiler.py:1 at module level:
        D100: Missing docstring in public module
torch/autograd/profiler.py:176 in public method `__init__`:
        D107: Missing docstring in __init__
torch/autograd/profiler.py:262 in public method `config`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:273 in public method `__enter__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:291 in public method `__exit__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:309 in public method `__repr__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:314 in public method `__str__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:323 in public method `table`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:347 in public method `export_chrome_trace`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:356 in public method `export_stacks`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:362 in public method `key_averages`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:369 in public method `total_average`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:593 in public method `__init__`:
        D107: Missing docstring in __init__
torch/autograd/profiler.py:604 in public method `__enter__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:610 in public method `__exit__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:708 in public method `__init__`:
        D107: Missing docstring in __init__
torch/autograd/profiler.py:713 in public method `__enter__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:734 in public method `__exit__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:827 in public method `__init__`:
        D107: Missing docstring in __init__
torch/autograd/profiler.py:832 in public method `__enter__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:854 in public method `__exit__`:
        D105: Missing docstring in magic method
torch/autograd/profiler.py:875 in public method `__init__`:
        D107: Missing docstring in __init__
torch/autograd/profiler.py:878 in public method `see`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:884 in public function `parse_nvprof_trace`:
        D103: Missing docstring in public function
torch/autograd/profiler.py:993 in public method `init_step_count`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:997 in public method `erase_step_count`:
        D102: Missing docstring in public method
torch/autograd/profiler.py:1025 in public method `current_step`:
        D102: Missing docstring in public method
27
```

- `torch/autograd/graph.py` </br>
**Before: 22**

```
torch/autograd/graph.py:1 at module level:
        D100: Missing docstring in public module
torch/autograd/graph.py:24 in public class `Node`:
        D101: Missing docstring in public class
torch/autograd/graph.py:27 in public method `name`:
        D401: First line should be in imperative mood (perhaps 'Return', not 'Returns')
torch/autograd/graph.py:42 in public method `next_functions`:
        D102: Missing docstring in public method
torch/autograd/graph.py:47 in public method `metadata`:
        D401: First line should be in imperative mood (perhaps 'Return', not 'Returns')
torch/autograd/graph.py:56 in public method `register_hook`:
        D401: First line should be in imperative mood (perhaps 'Register', not 'Registers')
torch/autograd/graph.py:94 in public method `register_prehook`:
        D401: First line should be in imperative mood (perhaps 'Register', not 'Registers')
torch/autograd/graph.py:129 in public method `__subclasshook__`:
        D105: Missing docstring in magic method
torch/autograd/graph.py:147 in public function `get_gradient_edge`:
        D205: 1 blank line required between summary line and description (found 0)
torch/autograd/graph.py:147 in public function `get_gradient_edge`:
        D400: First line should end with a period (not 'f')
torch/autograd/graph.py:147 in public function `get_gradient_edge`:
        D401: First line should be in imperative mood; try rephrasing (found 'This')
torch/autograd/graph.py:166 in public function `increment_version`:
        D205: 1 blank line required between summary line and description (found 0)
torch/autograd/graph.py:166 in public function `increment_version`:
        D400: First line should end with a period (not 'd')
torch/autograd/graph.py:166 in public function `increment_version`:
        D401: First line should be in imperative mood; try rephrasing (found 'This')
torch/autograd/graph.py:243 in public method `__init__`:
        D107: Missing docstring in __init__
torch/autograd/graph.py:251 in public method `__enter__`:
        D105: Missing docstring in magic method
torch/autograd/graph.py:256 in public method `__exit__`:
        D105: Missing docstring in magic method
torch/autograd/graph.py:261 in public class `save_on_cpu`:
        D205: 1 blank line required between summary line and description (found 0)
torch/autograd/graph.py:261 in public class `save_on_cpu`:
        D400: First line should end with a period (not 'e')
torch/autograd/graph.py:303 in public method `__init__`:
        D107: Missing docstring in __init__
torch/autograd/graph.py:365 in public function `register_multi_grad_hook`:
        D401: First line should be in imperative mood (perhaps 'Register', not 'Registers')
torch/autograd/graph.py:588 in public function `allow_mutation_on_saved_tensors`:
        D400: First line should end with a period (not 'd')
22
```

**After: 8**

```
torch/autograd/graph.py:1 at module level:
        D100: Missing docstring in public module
torch/autograd/graph.py:24 in public class `Node`:
        D101: Missing docstring in public class
torch/autograd/graph.py:42 in public method `next_functions`:
        D102: Missing docstring in public method
torch/autograd/graph.py:129 in public method `__subclasshook__`:
        D105: Missing docstring in magic method
torch/autograd/graph.py:244 in public method `__init__`:
        D107: Missing docstring in __init__
torch/autograd/graph.py:252 in public method `__enter__`:
        D105: Missing docstring in magic method
torch/autograd/graph.py:257 in public method `__exit__`:
        D105: Missing docstring in magic method
torch/autograd/graph.py:303 in public method `__init__`:
        D107: Missing docstring in __init__
8
```

- `torch/multiprocessing/pool.py` </br>
**Before: 6**

```
torch/multiprocessing/pool.py:1 at module level:
        D100: Missing docstring in public module
torch/multiprocessing/pool.py:7 in public function `clean_worker`:
        D103: Missing docstring in public function
torch/multiprocessing/pool.py:18 in public class `Pool`:
        D205: 1 blank line required between summary line and description (found 0)
torch/multiprocessing/pool.py:18 in public class `Pool`:
        D209: Multi-line docstring closing quotes should be on a separate line
torch/multiprocessing/pool.py:29 in private method `_repopulate_pool`:
        D205: 1 blank line required between summary line and description (found 0)
torch/multiprocessing/pool.py:29 in private method `_repopulate_pool`:
        D400: First line should end with a period (not ',')
6
```

**After: 2**

```
torch/multiprocessing/pool.py:1 at module level:
        D100: Missing docstring in public module
torch/multiprocessing/pool.py:7 in public function `clean_worker`:
        D103: Missing docstring in public function
2
```

- `torch/multiprocessing/queue.py` </br>
**Before: 11**

```
torch/multiprocessing/queue.py:1 at module level:
        D100: Missing docstring in public module
torch/multiprocessing/queue.py:8 in public class `ConnectionWrapper`:
        D205: 1 blank line required between summary line and description (found 0)
torch/multiprocessing/queue.py:8 in public class `ConnectionWrapper`:
        D209: Multi-line docstring closing quotes should be on a separate line
torch/multiprocessing/queue.py:8 in public class `ConnectionWrapper`:
        D400: First line should end with a period (not 'o')
torch/multiprocessing/queue.py:11 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/queue.py:14 in public method `send`:
        D102: Missing docstring in public method
torch/multiprocessing/queue.py:19 in public method `recv`:
        D102: Missing docstring in public method
torch/multiprocessing/queue.py:23 in public method `__getattr__`:
        D105: Missing docstring in magic method
torch/multiprocessing/queue.py:29 in public class `Queue`:
        D101: Missing docstring in public class
torch/multiprocessing/queue.py:30 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/queue.py:38 in public class `SimpleQueue`:
        D101: Missing docstring in public class
11
```

**After: 8**

```
torch/multiprocessing/queue.py:1 at module level:
        D100: Missing docstring in public module
torch/multiprocessing/queue.py:10 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/queue.py:13 in public method `send`:
        D102: Missing docstring in public method
torch/multiprocessing/queue.py:18 in public method `recv`:
        D102: Missing docstring in public method
torch/multiprocessing/queue.py:22 in public method `__getattr__`:
        D105: Missing docstring in magic method
torch/multiprocessing/queue.py:28 in public class `Queue`:
        D101: Missing docstring in public class
torch/multiprocessing/queue.py:29 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/queue.py:37 in public class `SimpleQueue`:
        D101: Missing docstring in public class
8
```

- `torch/multiprocessing/reductions.py` </br>
**Before: 31**

```
torch/multiprocessing/reductions.py:1 at module level:
        D100: Missing docstring in public module
torch/multiprocessing/reductions.py:24 in public class `StorageWeakRef`:
        D209: Multi-line docstring closing quotes should be on a separate line
torch/multiprocessing/reductions.py:31 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/reductions.py:38 in public method `from_weakref`:
        D102: Missing docstring in public method
torch/multiprocessing/reductions.py:44 in public method `expired`:
        D102: Missing docstring in public method
torch/multiprocessing/reductions.py:47 in public method `__del__`:
        D105: Missing docstring in magic method
torch/multiprocessing/reductions.py:50 in public method `__hash__`:
        D105: Missing docstring in magic method
torch/multiprocessing/reductions.py:53 in public method `__eq__`:
        D105: Missing docstring in magic method
torch/multiprocessing/reductions.py:60 in public class `SharedCache`:
        D400: First line should end with a period (not 'f')
torch/multiprocessing/reductions.py:62 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/reductions.py:75 in public method `get`:
        D102: Missing docstring in public method
torch/multiprocessing/reductions.py:79 in public method `__setitem__`:
        D105: Missing docstring in magic method
torch/multiprocessing/reductions.py:85 in public method `free_dead_references`:
        D102: Missing docstring in public method
torch/multiprocessing/reductions.py:99 in public function `rebuild_event`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:103 in public function `reduce_event`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:108 in public function `rebuild_tensor`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:121 in public function `rebuild_cuda_tensor`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:189 in public function `reduce_tensor`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:347 in public function `rebuild_nested_tensor`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:364 in public function `reduce_nested_tensor`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:389 in public function `fd_id`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:397 in public function `storage_from_cache`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:404 in public function `rebuild_storage_fd`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:417 in public function `rebuild_storage_filename`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:437 in public function `rebuild_storage_empty`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:441 in public function `rebuild_typed_storage`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:446 in public function `reduce_typed_storage`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:450 in public function `rebuild_typed_storage_child`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:455 in public function `reduce_typed_storage_child`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:459 in public function `reduce_storage`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:488 in public function `init_reductions`:
        D103: Missing docstring in public function
31
```

**After: 29**

```
torch/multiprocessing/reductions.py:1 at module level:
        D100: Missing docstring in public module
torch/multiprocessing/reductions.py:32 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/reductions.py:39 in public method `from_weakref`:
        D102: Missing docstring in public method
torch/multiprocessing/reductions.py:45 in public method `expired`:
        D102: Missing docstring in public method
torch/multiprocessing/reductions.py:48 in public method `__del__`:
        D105: Missing docstring in magic method
torch/multiprocessing/reductions.py:51 in public method `__hash__`:
        D105: Missing docstring in magic method
torch/multiprocessing/reductions.py:54 in public method `__eq__`:
        D105: Missing docstring in magic method
torch/multiprocessing/reductions.py:63 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/reductions.py:76 in public method `get`:
        D102: Missing docstring in public method
torch/multiprocessing/reductions.py:80 in public method `__setitem__`:
        D105: Missing docstring in magic method
torch/multiprocessing/reductions.py:86 in public method `free_dead_references`:
        D102: Missing docstring in public method
torch/multiprocessing/reductions.py:100 in public function `rebuild_event`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:104 in public function `reduce_event`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:109 in public function `rebuild_tensor`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:122 in public function `rebuild_cuda_tensor`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:190 in public function `reduce_tensor`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:348 in public function `rebuild_nested_tensor`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:365 in public function `reduce_nested_tensor`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:390 in public function `fd_id`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:398 in public function `storage_from_cache`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:405 in public function `rebuild_storage_fd`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:418 in public function `rebuild_storage_filename`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:438 in public function `rebuild_storage_empty`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:442 in public function `rebuild_typed_storage`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:447 in public function `reduce_typed_storage`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:451 in public function `rebuild_typed_storage_child`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:456 in public function `reduce_typed_storage_child`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:460 in public function `reduce_storage`:
        D103: Missing docstring in public function
torch/multiprocessing/reductions.py:489 in public function `init_reductions`:
        D103: Missing docstring in public function
29
```

- `torch/multiprocessing/spawn.py` </br>
**Before: 19**

```
torch/multiprocessing/spawn.py:1 at module level:
        D100: Missing docstring in public module
torch/multiprocessing/spawn.py:11 in public class `ProcessException`:
        D101: Missing docstring in public class
torch/multiprocessing/spawn.py:14 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/spawn.py:20 in public method `__reduce__`:
        D105: Missing docstring in magic method
torch/multiprocessing/spawn.py:25 in public class `ProcessRaisedException`:
        D205: 1 blank line required between summary line and description (found 0)
torch/multiprocessing/spawn.py:25 in public class `ProcessRaisedException`:
        D400: First line should end with a period (not 'n')
torch/multiprocessing/spawn.py:30 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/spawn.py:40 in public class `ProcessExitedException`:
        D205: 1 blank line required between summary line and description (found 0)
torch/multiprocessing/spawn.py:40 in public class `ProcessExitedException`:
        D400: First line should end with a period (not 'l')
torch/multiprocessing/spawn.py:47 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/spawn.py:59 in public method `__reduce__`:
        D105: Missing docstring in magic method
torch/multiprocessing/spawn.py:85 in public class `ProcessContext`:
        D101: Missing docstring in public class
torch/multiprocessing/spawn.py:86 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/spawn.py:93 in public method `pids`:
        D102: Missing docstring in public method
torch/multiprocessing/spawn.py:97 in public method `join`:
        D205: 1 blank line required between summary line and description (found 0)
torch/multiprocessing/spawn.py:97 in public method `join`:
        D401: First line should be in imperative mood (perhaps 'Try', not 'Tries')
torch/multiprocessing/spawn.py:166 in public class `SpawnContext`:
        D101: Missing docstring in public class
torch/multiprocessing/spawn.py:167 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/spawn.py:180 in public function `start_processes`:
        D103: Missing docstring in public function
19
```

**After: 13**

```
torch/multiprocessing/spawn.py:1 at module level:
        D100: Missing docstring in public module
torch/multiprocessing/spawn.py:11 in public class `ProcessException`:
        D101: Missing docstring in public class
torch/multiprocessing/spawn.py:14 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/spawn.py:20 in public method `__reduce__`:
        D105: Missing docstring in magic method
torch/multiprocessing/spawn.py:27 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/spawn.py:41 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/spawn.py:53 in public method `__reduce__`:
        D105: Missing docstring in magic method
torch/multiprocessing/spawn.py:79 in public class `ProcessContext`:
        D101: Missing docstring in public class
torch/multiprocessing/spawn.py:80 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/spawn.py:87 in public method `pids`:
        D102: Missing docstring in public method
torch/multiprocessing/spawn.py:161 in public class `SpawnContext`:
        D101: Missing docstring in public class
torch/multiprocessing/spawn.py:162 in public method `__init__`:
        D107: Missing docstring in __init__
torch/multiprocessing/spawn.py:175 in public function `start_processes`:
        D103: Missing docstring in public function
13
```

- `torch/multiprocessing/__init__.py` </br>
**Before: 0**

```
torch/multiprocessing/__init__.py:1 at module level:
        D205: 1 blank line required between summary line and description (found 0)
torch/multiprocessing/__init__.py:1 at module level:
        D400: First line should end with a period (not '`')
torch/multiprocessing/__init__.py:57 in public function `set_sharing_strategy`:
        D401: First line should be in imperative mood (perhaps 'Set', not 'Sets')
torch/multiprocessing/__init__.py:69 in public function `get_sharing_strategy`:
        D401: First line should be in imperative mood (perhaps 'Return', not 'Returns')
torch/multiprocessing/__init__.py:74 in public function `get_all_sharing_strategies`:
        D401: First line should be in imperative mood (perhaps 'Return', not 'Returns')
5
```

**After: 0**

- `torch/nn/__init__.py` </br>
**Before: 3**

```
torch/nn/__init__.py:1 at module level:
        D104: Missing docstring in public package
torch/nn/__init__.py:14 in public function `factory_kwargs`:
        D205: 1 blank line required between summary line and description (found 0)
torch/nn/__init__.py:14 in public function `factory_kwargs`:
        D400: First line should end with a period (not 'd')
3
```

**After: 1**

```
torch/nn/__init__.py:1 at module level:
        D104: Missing docstring in public package
1
```

- `torch/nn/cpp.py` </br>
**Before: 16**

```
torch/nn/cpp.py:7 in public class `OrderedDictWrapper`:
        D205: 1 blank line required between summary line and description (found 0)
torch/nn/cpp.py:7 in public class `OrderedDictWrapper`:
        D400: First line should end with a period (not 'e')
torch/nn/cpp.py:16 in public method `__init__`:
        D107: Missing docstring in __init__
torch/nn/cpp.py:21 in public method `cpp_dict`:
        D102: Missing docstring in public method
torch/nn/cpp.py:27 in public method `items`:
        D102: Missing docstring in public method
torch/nn/cpp.py:30 in public method `keys`:
        D102: Missing docstring in public method
torch/nn/cpp.py:33 in public method `values`:
        D102: Missing docstring in public method
torch/nn/cpp.py:36 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/nn/cpp.py:39 in public method `__len__`:
        D105: Missing docstring in magic method
torch/nn/cpp.py:42 in public method `__contains__`:
        D105: Missing docstring in magic method
torch/nn/cpp.py:45 in public method `__getitem__`:
        D105: Missing docstring in magic method
torch/nn/cpp.py:50 in public class `ModuleWrapper`:
        D205: 1 blank line required between summary line and description (found 0)
torch/nn/cpp.py:50 in public class `ModuleWrapper`:
        D400: First line should end with a period (not 'd')
torch/nn/cpp.py:55 in public method `__init__`:
        D107: Missing docstring in __init__
torch/nn/cpp.py:83 in public method `training`:
        D102: Missing docstring in public method
torch/nn/cpp.py:90 in public method `__repr__`:
        D105: Missing docstring in magic method
16
```

**After: 12**

```
torch/nn/cpp.py:16 in public method `__init__`:
        D107: Missing docstring in __init__
torch/nn/cpp.py:21 in public method `cpp_dict`:
        D102: Missing docstring in public method
torch/nn/cpp.py:27 in public method `items`:
        D102: Missing docstring in public method
torch/nn/cpp.py:30 in public method `keys`:
        D102: Missing docstring in public method
torch/nn/cpp.py:33 in public method `values`:
        D102: Missing docstring in public method
torch/nn/cpp.py:36 in public method `__iter__`:
        D105: Missing docstring in magic method
torch/nn/cpp.py:39 in public method `__len__`:
        D105: Missing docstring in magic method
torch/nn/cpp.py:42 in public method `__contains__`:
        D105: Missing docstring in magic method
torch/nn/cpp.py:45 in public method `__getitem__`:
        D105: Missing docstring in magic method
torch/nn/cpp.py:52 in public method `__init__`:
        D107: Missing docstring in __init__
torch/nn/cpp.py:80 in public method `training`:
        D102: Missing docstring in public method
torch/nn/cpp.py:87 in public method `__repr__`:
        D105: Missing docstring in magic method
12
```

- `torch/nn/grad.py` </br>
**Before: 10**

```
torch/nn/grad.py:1 at module level:
        D400: First line should end with a period (not 'e')
torch/nn/grad.py:8 in public function `conv1d_input`:
        D205: 1 blank line required between summary line and description (found 0)
torch/nn/grad.py:8 in public function `conv1d_input`:
        D401: First line should be in imperative mood (perhaps 'Compute', not 'Computes')
torch/nn/grad.py:40 in public function `conv1d_weight`:
        D401: First line should be in imperative mood (perhaps 'Compute', not 'Computes')
torch/nn/grad.py:71 in public function `conv2d_input`:
        D205: 1 blank line required between summary line and description (found 0)
torch/nn/grad.py:71 in public function `conv2d_input`:
        D401: First line should be in imperative mood (perhaps 'Compute', not 'Computes')
torch/nn/grad.py:103 in public function `conv2d_weight`:
        D401: First line should be in imperative mood (perhaps 'Compute', not 'Computes')
torch/nn/grad.py:134 in public function `conv3d_input`:
        D205: 1 blank line required between summary line and description (found 0)
torch/nn/grad.py:134 in public function `conv3d_input`:
        D401: First line should be in imperative mood (perhaps 'Compute', not 'Computes')
torch/nn/grad.py:166 in public function `conv3d_weight`:
        D401: First line should be in imperative mood (perhaps 'Compute', not 'Computes')
10
```

**After: 0**

- `torch/nn/parameter.py` </br>
**Before: 17**

```
torch/nn/parameter.py:1 at module level:
        D100: Missing docstring in public module
torch/nn/parameter.py:14 in public class `Parameter`:
        D204: 1 blank line required after class docstring (found 0)
torch/nn/parameter.py:33 in public method `__new__`:
        D102: Missing docstring in public method
torch/nn/parameter.py:54 in public method `__deepcopy__`:
        D105: Missing docstring in magic method
torch/nn/parameter.py:62 in public method `__repr__`:
        D105: Missing docstring in magic method
torch/nn/parameter.py:65 in public method `__reduce_ex__`:
        D105: Missing docstring in magic method
torch/nn/parameter.py:84 in public class `UninitializedTensorMixin`:
        D101: Missing docstring in public class
torch/nn/parameter.py:105 in public method `materialize`:
        D205: 1 blank line required between summary line and description (found 0)
torch/nn/parameter.py:125 in public method `shape`:
        D102: Missing docstring in public method
torch/nn/parameter.py:132 in public method `share_memory_`:
        D102: Missing docstring in public method
torch/nn/parameter.py:138 in public method `__repr__`:
        D105: Missing docstring in magic method
torch/nn/parameter.py:141 in public method `__reduce_ex__`:
        D105: Missing docstring in magic method
torch/nn/parameter.py:149 in public method `__torch_function__`:
        D105: Missing docstring in magic method
torch/nn/parameter.py:164 in public function `is_lazy`:
        D103: Missing docstring in public function
torch/nn/parameter.py:186 in public method `__new__`:
        D102: Missing docstring in public method
torch/nn/parameter.py:191 in public method `__deepcopy__`:
        D105: Missing docstring in magic method
torch/nn/parameter.py:217 in public method `__new__`:
        D102: Missing docstring in public method
17
```

**After: 15**

```
torch/nn/parameter.py:1 at module level:
        D100: Missing docstring in public module
torch/nn/parameter.py:34 in public method `__new__`:
        D102: Missing docstring in public method
torch/nn/parameter.py:55 in public method `__deepcopy__`:
        D105: Missing docstring in magic method
torch/nn/parameter.py:63 in public method `__repr__`:
        D105: Missing docstring in magic method
torch/nn/parameter.py:66 in public method `__reduce_ex__`:
        D105: Missing docstring in magic method
torch/nn/parameter.py:85 in public class `UninitializedTensorMixin`:
        D101: Missing docstring in public class
torch/nn/parameter.py:127 in public method `shape`:
        D102: Missing docstring in public method
torch/nn/parameter.py:134 in public method `share_memory_`:
        D102: Missing docstring in public method
torch/nn/parameter.py:140 in public method `__repr__`:
        D105: Missing docstring in magic method
torch/nn/parameter.py:143 in public method `__reduce_ex__`:
        D105: Missing docstring in magic method
torch/nn/parameter.py:151 in public method `__torch_function__`:
        D105: Missing docstring in magic method
torch/nn/parameter.py:166 in public function `is_lazy`:
        D103: Missing docstring in public function
torch/nn/parameter.py:188 in public method `__new__`:
        D102: Missing docstring in public method
torch/nn/parameter.py:193 in public method `__deepcopy__`:
        D105: Missing docstring in magic method
torch/nn/parameter.py:219 in public method `__new__`:
        D102: Missing docstring in public method
15
```

Pull Request resolved: https://github.com/pytorch/pytorch/pull/113052
Approved by: https://github.com/mikaylagawarecki, https://github.com/soulitzer
 2023-11-10 21:19:17 +00:00
Edward Z. Yang
3bf922a6ce Apply UFMT to low traffic torch modules (#106249) 
Signed-off-by: Edward Z. Yang <ezyang@meta.com>

Pull Request resolved: https://github.com/pytorch/pytorch/pull/106249
Approved by: https://github.com/Skylion007
 2023-07-29 23:37:30 +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
Xuehai Pan
5b1cedacde [BE] [2/3] Rewrite super() calls in functorch and torch (#94588) 
Rewrite Python built-in class `super()` calls. Only non-semantic changes should be applied.

- #94587
- #94588
- #94592

Also, methods with only a `super()` call are removed:

```diff
class MyModule(nn.Module):
-   def __init__(self):
-       super().__init__()
-
    def forward(self, ...):
        ...
```

Some cases that change the semantics should be kept unchanged. E.g.:

f152a79be9/caffe2/python/net_printer.py (L184-L190)

f152a79be9/test/test_jit_fuser_te.py (L2628-L2635)

Pull Request resolved: https://github.com/pytorch/pytorch/pull/94588
Approved by: https://github.com/ezyang, https://github.com/albanD
 2023-02-10 21:16:33 +00:00
Aaron Gokaslan
8fce9a09cd [BE]: pyupgrade Python to 3.8 - imports and object inheritance only (#94308) 
Apply parts of pyupgrade to torch (starting with the safest changes).
This PR only does two things: removes the need to inherit from object and removes unused future imports.

Pull Request resolved: https://github.com/pytorch/pytorch/pull/94308
Approved by: https://github.com/ezyang, https://github.com/albanD
 2023-02-07 21:10:56 +00:00
Richard Barnes
b89827b73f Drop unused imports (#49972) 
Summary:
Pull Request resolved: https://github.com/pytorch/pytorch/pull/49972

From
```
./python/libcst/libcst codemod remove_unused_imports.RemoveUnusedImportsWithGlean --no-format caffe2/
```

Test Plan: Standard sandcastle tests

Reviewed By: xush6528

Differential Revision: D25727352

fbshipit-source-id: 6b90717e161aeb1da8df30e67d586101d35d7d5f
 2021-01-13 12:26:17 -08:00
Guilherme Leobas
cf92b0f3a0 add type annotations to multiprocessing module (#47756) 
Summary:
Fixes https://github.com/pytorch/pytorch/issues/47757

Pull Request resolved: https://github.com/pytorch/pytorch/pull/47756

Reviewed By: malfet

Differential Revision: D24970773

Pulled By: ezyang

fbshipit-source-id: b0b9edb9cc1057829c6320e78174c6d5f7a77477
 2020-11-16 13:05:49 -08:00
peterjc123
77ea2f26d8 Add build support for Python 2.7 using MSVC (#4226) 2017-12-20 15:07:25 +01:00
Luke Yeager
e7c1e6a8e3 [pep8] Fix most lint automatically with autopep8 
Here's the command I used to invoke autopep8 (in parallel!):

    git ls-files | grep '\.py$' | xargs -n1 -P`nproc` autopep8 -i

Several rules are ignored in setup.cfg. The goal is to let autopep8
handle everything which it can handle safely, and to disable any rules
which are tricky or controversial to address. We may want to come back
and re-enable some of these rules later, but I'm trying to make this
patch as safe as possible.

Also configures flake8 to match pep8's behavior.

Also configures TravisCI to check the whole project for lint.
 2017-01-28 01:15:51 +01:00
Sam Gross
24af02154c Use ForkingPickler for sharing tensor/storages across processes (#344) 
This hooks into the (internal) ForkingPickler class in multiprocessing
to reduce tensors, storages, and CUDA events instead of our queue from
joblib. This makes it easier to use the standard multiprocessing classes
in later versions of Python.

This also exposes:

 - Tensor/Storage.share_memory_()
 - Module.share_memory()

These methods move the CPU tensors and storages to shared memory. If
you're using the "fork" method of multiprocessing, these objects can be
directly inherited instead of serialized through a queue.
 2016-12-28 20:34:23 -05:00
Sam Gross
bb72ccf1a5 Support CUDA IPC in Python 3 (#203) 
CUDA IPC only works with Python 3 using the "spawn" start method. You
can select the start method using the get_context method:

 import torch.multiprocessing as mp
 ctx = mp.get_context('spawn')
 queue = ctx.Queue()
 event = ctx.Event()
 2016-12-19 20:42:53 -05:00
Sam Gross
551a7c72f3 Fix multiprocess serialization with "spawn" or "forksever" (#198) 2016-11-02 17:44:36 -04:00
Adam Paszke
58f507f9e3 Add file descriptor sharing mode to multiprocessing 2016-09-08 11:23:33 -07:00
Adam Paszke
f9d186d33a Add initial version of multiprocessing module 2016-08-31 19:46:08 -07:00