cmp.py

import numpy as np
import sys

name = sys.argv[1]
dec  = int(sys.argv[2]) if len(sys.argv) >= 3 else 4

th = np.load('output/demo_th.npy', encoding='latin1').item()['layer{}'.format(name)].T
tf = np.load('output/tf_fea{}.npy'.format(str(name).zfill(2)), encoding='latin1')
if name == '25':
    tf = np.concatenate([tf, np.load('output/tf_fea26.npy', encoding='latin1')], 1)

print('Layer {}: tf.shape={}, th.shape={}'.format(name, tf.shape, th.shape))
print('TF:')
print(tf)
print('Torch:')
print(th)

size = tf.shape[0] if tf.shape[0] < th.shape[0] else th.shape[0]

print('Round to {} decimals'.format(dec))
tf = np.round(tf, decimals=dec)
th = np.round(th, decimals=dec)
print('Total Diff: {} Max Diff: {} Min Diff: {}'.format(
    np.sum(abs(tf[:size] - th[:size])), \
    np.max(tf[:size] - th[:size]), \
    np.min(tf[:size] - th[:size])))