Source code for lightning.pytorch.plugins.io.async_plugin

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# Licensed under the Apache License, Version 2.0 (the "License");
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#     http://www.apache.org/licenses/LICENSE-2.0
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from concurrent.futures import ThreadPoolExecutor
from typing import Any, Optional

from typing_extensions import override

from lightning.fabric.plugins import CheckpointIO
from lightning.pytorch.plugins.io.wrapper import _WrappingCheckpointIO


[docs]class AsyncCheckpointIO(_WrappingCheckpointIO): """``AsyncCheckpointIO`` enables saving the checkpoints asynchronously in a thread. .. warning:: This is an :ref:`experimental <versioning:Experimental API>` feature. Args: checkpoint_io: A checkpoint IO plugin that is used as the basis for async checkpointing. """ def __init__(self, checkpoint_io: Optional["CheckpointIO"] = None) -> None: super().__init__(checkpoint_io) self._executor = ThreadPoolExecutor(max_workers=1) self._error: Optional[BaseException] = None
[docs] @override def save_checkpoint(self, *args: Any, **kwargs: Any) -> None: """Uses the ``ThreadPoolExecutor`` to save the checkpoints using the base ``checkpoint_io``.""" def _save_checkpoint(*args: Any, **kwargs: Any) -> None: try: assert self.checkpoint_io is not None self.checkpoint_io.save_checkpoint(*args, **kwargs) except BaseException as ex: self._error = ex self._executor.submit(_save_checkpoint, *args, **kwargs) # if an error was raised between the previous time `save_checkpoint`` was called and now, # because `executor.submit` is not blocking if self._error: raise self._error
[docs] @override def teardown(self) -> None: """This method is called to close the threads.""" self._executor.shutdown(wait=True) # if an error was raised anytime in any of the `executor.submit` calls if self._error: raise self._error