utils.py

# Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.

import sys
import os
import time

class AverageMeter(object):
    """Computes and stores the average and current value"""
    def __init__(self):
        self.reset()

    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 * n
        self.count += n
        if self.count > 0:
            self.avg = self.sum / self.count

    def accumulate(self, val, n=1):
        self.sum += val
        self.count += n
        if self.count > 0:
            self.avg = self.sum / self.count


def accuracy(output, target, topk=(1, 5)):
    """Computes the precision@k for the specified values of k"""
    batch_size = target.size(0)
    num = output.size(1)
    target_topk = []
    appendices = []
    for k in topk:
        if k <= num:
            target_topk.append(k)
        else:
            appendices.append([0.0])
    topk = target_topk
    maxk = max(topk)
    _, pred = output.topk(maxk, 1, True, True)
    pred = pred.t()
    correct = pred.eq(target.view(1, -1).expand_as(pred))

    res = []
    for k in topk:
        correct_k = correct[:k].view(-1).float().sum(0)
        res.append(correct_k.mul_(100.0 / batch_size))
    return res + appendices


# Custom progress bar
_, term_width = os.popen('stty size', 'r').read().split()
term_width = int(term_width)
TOTAL_BAR_LENGTH = 40.
last_time = time.time()
begin_time = last_time


def progress_bar(current, total, msg=None):
    def format_time(seconds):
        days = int(seconds / 3600 / 24)
        seconds = seconds - days * 3600 * 24
        hours = int(seconds / 3600)
        seconds = seconds - hours * 3600
        minutes = int(seconds / 60)
        seconds = seconds - minutes * 60
        secondsf = int(seconds)
        seconds = seconds - secondsf
        millis = int(seconds * 1000)

        f = ''
        i = 1
        if days > 0:
            f += str(days) + 'D'
            i += 1
        if hours > 0 and i <= 2:
            f += str(hours) + 'h'
            i += 1
        if minutes > 0 and i <= 2:
            f += str(minutes) + 'm'
            i += 1
        if secondsf > 0 and i <= 2:
            f += str(secondsf) + 's'
            i += 1
        if millis > 0 and i <= 2:
            f += str(millis) + 'ms'
            i += 1
        if f == '':
            f = '0ms'
        return f

    global last_time, begin_time
    if current == 0:
        begin_time = time.time()  # Reset for new bar.

    cur_len = int(TOTAL_BAR_LENGTH*current/total)
    rest_len = int(TOTAL_BAR_LENGTH - cur_len) - 1

    sys.stdout.write(' [')
    for i in range(cur_len):
        sys.stdout.write('=')
    sys.stdout.write('>')
    for i in range(rest_len):
        sys.stdout.write('.')
    sys.stdout.write(']')

    cur_time = time.time()
    step_time = cur_time - last_time
    last_time = cur_time
    tot_time = cur_time - begin_time

    L = []
    L.append('  Step: %s' % format_time(step_time))
    L.append(' | Tot: %s' % format_time(tot_time))
    if msg:
        L.append(' | ' + msg)

    msg = ''.join(L)
    sys.stdout.write(msg)
    for i in range(term_width-int(TOTAL_BAR_LENGTH)-len(msg)-3):
        sys.stdout.write(' ')

    # Go back to the center of the bar.
    for i in range(term_width-int(TOTAL_BAR_LENGTH/2)+2):
        sys.stdout.write('\b')
    sys.stdout.write(' %d/%d ' % (current+1, total))

    if current < total-1:
        sys.stdout.write('\r')
    else:
        sys.stdout.write('\n')
    sys.stdout.flush()