metrics.py

class AverageMeterSet(object):
    def __init__(self, meters=None):
        self.meters = meters if meters else {}

    def __getitem__(self, key):
        if key not in self.meters:
            meter = AverageMeter()
            meter.update(0)
            return meter
        return self.meters[key]

    def update(self, name, value, n=1):
        if name not in self.meters:
            self.meters[name] = AverageMeter()
        self.meters[name].update(value, n)

    def reset(self):
        for meter in self.meters.values():
            meter.reset()

    def values(self, format_string='{}'):
        return {format_string.format(name): meter.val for name, meter in self.meters.items()}

    def averages(self, format_string='{}'):
        return {format_string.format(name): meter.avg for name, meter in self.meters.items()}

    def sums(self, format_string='{}'):
        return {format_string.format(name): meter.sum for name, meter in self.meters.items()}

    def counts(self, format_string='{}'):
        return {format_string.format(name): meter.count for name, meter in self.meters.items()}


class AverageMeter(object):
    """Computes and stores the average and current value"""

    def __init__(self):
        self.val = 0
        self.avg = 0
        self.sum = 0
        self.count = 0

    def reset(self):
        self.val = 0
        self.avg = 0
        self.sum = 0
        self.count = 0

    def update(self, val, n=1):
        self.val = val
        self.sum += val
        self.count += n
        self.avg = self.sum / self.count

    def __format__(self, format):
        return "{self.val:{format}} ({self.avg:{format}})".format(self=self, format=format)