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import math | |
import numpy as np | |
batchsize = 2 | |
r = 2 | |
out_channels = 3 | |
in_channels = r ** 2 * out_channels | |
in_height = 3 | |
in_width = 3 | |
out_height = in_height * r | |
out_width = in_width * r | |
in_map = np.zeros((batchsize, in_channels, in_height, in_width), dtype=np.int32) | |
for b in xrange(batchsize): | |
for k in xrange(in_channels): | |
for h in xrange(in_height): | |
for w in xrange(in_width): | |
in_map[b, k, h, w] = in_channels * in_height * in_width * b + in_height * in_width * k + in_height * h + w | |
print in_map | |
out_map = np.reshape(in_map, (batchsize, r, r, out_channels, in_height, in_width)) | |
# print out_map | |
out_map = np.transpose(out_map, (0, 3, 4, 1, 5, 2)) | |
# print out_map | |
out_map = np.reshape(out_map, (batchsize, out_channels, out_height, out_width)) | |
print out_map | |
# test | |
for b in xrange(batchsize): | |
for k in xrange(out_channels): | |
for h in xrange(in_height * r): | |
for w in xrange(in_width * r): | |
_k = out_channels * r * (h % r) + out_channels * (w % r) + k | |
_h = int(math.floor(h / float(r))) | |
_w = int(math.floor(w / float(r))) | |
assert out_map[b, k, h, w] == in_map[b, _k, _h, _w] |
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