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PaddleSpeech/parakeet/training/triggers/interval_trigger.py

39 lines
1.4 KiB

# 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.
class IntervalTrigger(object):
"""A Predicate to do something every N cycle."""
def __init__(self, period: int, unit: str):
if unit not in ("iteration", "epoch"):
raise ValueError("unit should be 'iteration' or 'epoch'")
if period <= 0:
raise ValueError("period should be a positive integer.")
self.period = period
self.unit = unit
self.last_index = None
def __call__(self, trainer):
if self.last_index is None:
last_index = getattr(trainer.updater.state, self.unit)
self.last_index = last_index
last_index = self.last_index
index = getattr(trainer.updater.state, self.unit)
fire = index // self.period != last_index // self.period
self.last_index = index
return fire