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add parsing OS env vars #4022
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add parsing OS env vars #4022
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43 changes: 43 additions & 0 deletions
43
pytorch_lightning/trainer/connectors/env_vars_connector.py
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| # Copyright The PyTorch Lightning team. | ||
| # | ||
| # Licensed under the Apache License, Version 2.0 (the "License"); | ||
| # you may not use this file except in compliance with the License. | ||
| # You may obtain a copy of the License at | ||
| # | ||
| # http://www.apache.org/licenses/LICENSE-2.0 | ||
| # | ||
| # Unless required by applicable law or agreed to in writing, software | ||
| # distributed under the License is distributed on an "AS IS" BASIS, | ||
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| # See the License for the specific language governing permissions and | ||
| # limitations under the License. | ||
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| from functools import wraps | ||
| from typing import Callable | ||
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| from pytorch_lightning.utilities.argparse_utils import parse_env_variables, get_init_arguments_and_types | ||
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| def overwrite_by_env_vars(fn: Callable) -> Callable: | ||
| """ | ||
| Decorator for :class:`~pytorch_lightning.trainer.trainer.Trainer` methods for which | ||
| input arguments should be moved automatically to the correct device. | ||
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| """ | ||
| @wraps(fn) | ||
| def overwrite_by_env_vars(self, *args, **kwargs): | ||
| # get the class | ||
| cls = self.__class__ | ||
| if args: # inace any args passed move them to kwargs | ||
| # parse only the argument names | ||
| cls_arg_names = [arg[0] for arg in get_init_arguments_and_types(cls)] | ||
| # convert args to kwargs | ||
| kwargs.update({k: v for k, v in zip(cls_arg_names, args)}) | ||
| # update the kwargs by env variables | ||
| # todo: maybe add a warning that some init args were overwritten by Env arguments | ||
| kwargs.update(vars(parse_env_variables(cls))) | ||
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| # all args were already moved to kwargs | ||
| return fn(self, **kwargs) | ||
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| return overwrite_by_env_vars | ||
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,28 @@ | ||
| import os | ||
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| from pytorch_lightning import Trainer | ||
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| def test_passing_env_variables(tmpdir): | ||
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Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. @williamFalcon is this the priority order you expect? |
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| """Testing overwriting trainer arguments """ | ||
| trainer = Trainer() | ||
| assert trainer.logger is not None | ||
| assert trainer.max_steps is None | ||
| trainer = Trainer(False, max_steps=42) | ||
| assert trainer.logger is None | ||
| assert trainer.max_steps == 42 | ||
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| os.environ['PL_TRAINER_LOGGER'] = 'False' | ||
| os.environ['PL_TRAINER_MAX_STEPS'] = '7' | ||
| trainer = Trainer() | ||
| assert trainer.logger is None | ||
| assert trainer.max_steps == 7 | ||
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| os.environ['PL_TRAINER_LOGGER'] = 'True' | ||
| trainer = Trainer(False, max_steps=42) | ||
| assert trainer.logger is not None | ||
| assert trainer.max_steps == 7 | ||
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| # this has to be cleaned | ||
| del os.environ['PL_TRAINER_LOGGER'] | ||
| del os.environ['PL_TRAINER_MAX_STEPS'] | ||
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hehe, I think I know from where you copied this code :))
this docstring needs to be updated :)