-
Notifications
You must be signed in to change notification settings - Fork 432
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Schema test for optimizer classes (#2429)
Summary: Pull Request resolved: #2429 BC API tests for optimizer classes for stable release Reviewed By: iamzainhuda Differential Revision: D63438376 fbshipit-source-id: a34dbca7dbc949a13d0052ed3765591c2cb2104e
- Loading branch information
1 parent
eb82a44
commit 042e8a5
Showing
1 changed file
with
113 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,113 @@ | ||
#!/usr/bin/env python3 | ||
# Copyright (c) Meta Platforms, Inc. and affiliates. | ||
# All rights reserved. | ||
# | ||
# This source code is licensed under the BSD-style license found in the | ||
# LICENSE file in the root directory of this source tree. | ||
|
||
# pyre-strict | ||
|
||
import inspect | ||
import unittest | ||
from typing import Any, Collection, List, Mapping, Optional, Set, Tuple, Union | ||
|
||
import torch | ||
from torch import optim | ||
|
||
from torchrec.distributed.types import ShardedTensor | ||
from torchrec.optim.keyed import CombinedOptimizer, KeyedOptimizer | ||
from torchrec.schema.utils import is_signature_compatible | ||
|
||
|
||
class StableKeyedOptimizer(optim.Optimizer): | ||
def __init__( | ||
self, | ||
params: Mapping[str, Union[torch.Tensor, ShardedTensor]], | ||
# pyre-ignore [2] | ||
state: Mapping[Any, Any], | ||
param_groups: Collection[Mapping[str, Any]], | ||
) -> None: | ||
pass | ||
|
||
def init_state( | ||
self, | ||
sparse_grad_parameter_names: Optional[Set[str]] = None, | ||
) -> None: | ||
pass | ||
|
||
def save_param_groups(self, save: bool) -> None: | ||
pass | ||
|
||
# pyre-ignore [2] | ||
def add_param_group(self, param_group: Any) -> None: | ||
pass | ||
|
||
def load_state_dict(self, state_dict: Mapping[str, Any]) -> None: | ||
pass | ||
|
||
|
||
class StableCombinedOptimizer(KeyedOptimizer): | ||
def __init__( | ||
self, | ||
optims: List[Union[KeyedOptimizer, Tuple[str, KeyedOptimizer]]], | ||
) -> None: | ||
pass | ||
|
||
@property | ||
def optimizers(self) -> List[Tuple[str, StableKeyedOptimizer]]: | ||
return [] | ||
|
||
@staticmethod | ||
def prepend_opt_key(name: str, opt_key: str) -> str: | ||
return "" | ||
|
||
@property | ||
def param_groups(self) -> Collection[Mapping[str, Any]]: | ||
return [] | ||
|
||
@property | ||
def params(self) -> Mapping[str, Union[torch.Tensor, ShardedTensor]]: | ||
return {} | ||
|
||
def post_load_state_dict(self) -> None: | ||
pass | ||
|
||
def save_param_groups(self, save: bool) -> None: | ||
pass | ||
|
||
# pyre-ignore [2] | ||
def step(self, closure: Any = None) -> None: | ||
pass | ||
|
||
def zero_grad(self, set_to_none: bool = False) -> None: | ||
pass | ||
|
||
|
||
class TestOptimizerSchema(unittest.TestCase): | ||
def test_keyed_optimizer(self) -> None: | ||
stable_keyed_optimizer_funcs = inspect.getmembers( | ||
StableKeyedOptimizer, predicate=inspect.isfunction | ||
) | ||
|
||
for func_name, stable_func in stable_keyed_optimizer_funcs: | ||
self.assertTrue(getattr(KeyedOptimizer, func_name, None) is not None) | ||
self.assertTrue( | ||
is_signature_compatible( | ||
inspect.signature(stable_func), | ||
inspect.signature(getattr(KeyedOptimizer, func_name)), | ||
) | ||
) | ||
|
||
def test_combined_optimizer(self) -> None: | ||
stable_combined_optimizer_funcs = inspect.getmembers( | ||
StableCombinedOptimizer, predicate=inspect.isfunction | ||
) | ||
|
||
for func_name, stable_func in stable_combined_optimizer_funcs: | ||
self.assertTrue(getattr(CombinedOptimizer, func_name, None) is not None) | ||
self.assertTrue( | ||
is_signature_compatible( | ||
inspect.signature(stable_func), | ||
inspect.signature(getattr(CombinedOptimizer, func_name)), | ||
) | ||
) |