# Copyright (c) MONAI Consortium # 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. from __future__ import annotations from typing import TYPE_CHECKING from monai.config import IgniteInfo from monai.data import SmartCacheDataset from monai.utils import min_version, optional_import Events, _ = optional_import("ignite.engine", IgniteInfo.OPT_IMPORT_VERSION, min_version, "Events") if TYPE_CHECKING: from ignite.engine import Engine else: Engine, _ = optional_import("ignite.engine", IgniteInfo.OPT_IMPORT_VERSION, min_version, "Engine") class SmartCacheHandler: """ Attach SmartCache logic to the engine in Ignite. Mainly include the `start`, `update_cache`, and `shutdown` functions of SmartCacheDataset. """ def __init__(self, smartcacher: SmartCacheDataset) -> None: """ Args: smartcacher: predefined SmartCacheDataset, will attach it to the engine. Raises: TypeError: When ``smartcacher`` is not a ``monai.data.SmartCacheDataset``. """ if not isinstance(smartcacher, SmartCacheDataset): raise TypeError("smartcacher must be a monai.data.SmartCacheDataset.") self.smartcacher = smartcacher def attach(self, engine: Engine) -> None: """ Args: engine: Ignite Engine, it can be a trainer, validator or evaluator. """ engine.add_event_handler(Events.STARTED, self.started) engine.add_event_handler(Events.EPOCH_COMPLETED, self.epoch_completed) engine.add_event_handler(Events.COMPLETED, self.completed) def started(self, engine: Engine) -> None: """Callback for train or validation/evaluation started Event. Start the replacement thread of SmartCacheDataset. Args: engine: Ignite Engine, it can be a trainer, validator or evaluator. """ self.smartcacher.start() def epoch_completed(self, engine: Engine) -> None: """Callback for train or validation/evaluation epoch completed Event. Update cache content with replacement data. Args: engine: Ignite Engine, it can be a trainer, validator or evaluator. """ self.smartcacher.update_cache() def completed(self, engine: Engine) -> None: """Callback for train or validation/evaluation completed Event. Stop the replacement thread of SmartCacheDataset. Args: engine: Ignite Engine, it can be a trainer, validator or evaluator. """ self.smartcacher.shutdown()