# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve. # # 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. __all__ = ['AverageMeter'] class AverageMeter(object): """ Computes and stores the average and current value Code was based on https://github.com/pytorch/examples/blob/master/imagenet/main.py """ def __init__(self, name='', fmt='f', postfix="", need_avg=True): self.name = name self.fmt = fmt self.postfix = postfix self.need_avg = need_avg self.reset() def reset(self): """ reset """ self.val = 0 self.avg = 0 self.sum = 0 self.count = 0 def update(self, val, n=1): """ update """ self.val = val self.sum += val * n self.count += n self.avg = self.sum / self.count @property def total(self): return '{self.name}_sum: {self.sum:{self.fmt}}{self.postfix}'.format( self=self) @property def total_minute(self): return '{self.name} {s:{self.fmt}}{self.postfix} min'.format( s=self.sum / 60, self=self) @property def mean(self): return '{self.name}: {self.avg:{self.fmt}}{self.postfix}'.format( self=self) if self.need_avg else '' @property def value(self): return '{self.name}: {self.val:{self.fmt}}{self.postfix}'.format( self=self)