# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved. # # 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. # Reference chainer MIT (https://opensource.org/licenses/MIT) PRIORITY_WRITER = 300 PRIORITY_EDITOR = 200 PRIORITY_READER = 100 class Extension(): """Extension to customize the behavior of Trainer.""" trigger = (1, 'iteration') priority = PRIORITY_READER name = None @property def default_name(self): """Default name of the extension, class name by default.""" return type(self).__name__ def __call__(self, trainer): """Main action of the extention. After each update, it is executed when the trigger fires.""" raise NotImplementedError( 'Extension implementation must override __call__.') def initialize(self, trainer): """Action that is executed once to get the corect trainer state. It is called before training normally, but if the trainer restores states with an Snapshot extension, this method should also be called. """ pass def on_error(self, trainer, exc, tb): """Handles the error raised during training before finalization. """ pass def finalize(self, trainer): """Action that is executed when training is done. For example, visualizers would need to be closed. """ pass