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8 Commits

Author SHA1 Message Date
Aaron Orenstein
27f9d3b0a1 Flip default value for mypy disallow_untyped_defs [8/11] (#127845) 
See #127836 for details.

Pull Request resolved: https://github.com/pytorch/pytorch/pull/127845
Approved by: https://github.com/oulgen
ghstack dependencies: #127842, #127843, #127844
 2024-06-08 18:49:56 +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
Mikayla Gawarecki
b93ed8164e Add non-recursive module.to_empty option (#104197) 
Fixes https://github.com/pytorch/pytorch/issues/97049, related to https://github.com/pytorch/pytorch/issues/104187

Pull Request resolved: https://github.com/pytorch/pytorch/pull/104197
Approved by: https://github.com/albanD
 2023-06-26 21:47:22 +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
Guilherme Leobas
789e935304 Annotate torch.nn.cpp (#46490) 
Summary:
Fixes https://github.com/pytorch/pytorch/issues/46489

Pull Request resolved: https://github.com/pytorch/pytorch/pull/46490

Reviewed By: zhangguanheng66

Differential Revision: D24509519

Pulled By: ezyang

fbshipit-source-id: edffd32ab2ac17ae4bbd44826b71f5cb9f1da1c5
 2020-10-23 17:40:32 -07:00
Peter Goldsborough
aec9fdf0a4 Fix _apply in nn.Module (#15305) 
Summary:
Fixes an issue that arose from https://github.com/pytorch/pytorch/pull/13481 where `.shared_memory()` couldn't be called. Effectively undoes all changes to `nn.Module` from that PR and solve the relevant problem in a different way (the goal was to be able to call `._apply()` on the Python wrapper for a C++ module).

soumith
Pull Request resolved: https://github.com/pytorch/pytorch/pull/15305

Differential Revision: D13493937

Pulled By: goldsborough

fbshipit-source-id: 4cb8687f90fc8709a536c5e7eacd0dc8edf6f750
 2018-12-17 16:22:21 -08:00
Peter Goldsborough
0bf1383f0a Python <-> C++ Frontend inter-op (#13481) 
Summary:
This PR enables C++ frontend modules to be bound into Python and added as submodules of Python modules. For this, I added lots of pybind11 bindings for the `torch::nn::Module` class, and modified the `torch.nn.Module` class in Python to have a new Metaclass that makes `isinstance(m, torch.nn.Module)` return true when `m` is a C++ frontend module. The methods and fields of C++ modules are bound in such a way that they work seamlessly as submodules of Python modules for most operations (one exception I know of: calling `.to()` ends up calling `.apply()` on each submodule with a Python lambda, which cannot be used in C++ -- this may require small changes on Python side).

I've added quite a bunch of tests to verify the bindings and equality with Python. I think I should also try out adding a C++ module as part of some large PyTorch module, like a WLM or something, and see if everything works smoothly.

The next step for inter-op across our system is ScriptModule <-> C++ Frontend Module inter-op. I think this will then also allow using C++ frontend modules from TorchScript.

apaszke zdevito

CC dzhulgakov
Pull Request resolved: https://github.com/pytorch/pytorch/pull/13481

Differential Revision: D12981996

Pulled By: goldsborough

fbshipit-source-id: 147370d3596ebb0e94c82cec92993a148fee50a7
 2018-12-13 08:04:02 -08:00