Created
October 24, 2019 00:20
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import tensorflow as tf | |
k = tf.constant([ | |
[0, 1, 2], | |
[1, 2, 3], | |
[2, 3, 4] | |
], dtype=tf.float32, name='k') | |
i = tf.constant([ | |
[0, 1, 2, 3, 4], | |
[1, 2, 3, 4, 5], | |
[2, 3, 4, 5, 6], | |
[3, 4, 5, 6, 7], | |
[4, 5, 6, 7, 8] | |
], dtype=tf.float32, name='i') | |
kernel = tf.reshape(k, [3, 3, 1, 1], name='kernel') | |
image = tf.reshape(i, [1, 5, 5, 1], name='image') | |
res = tf.squeeze(tf.nn.conv2d(image, kernel, [1, 2, 2, 1], "VALID")) | |
with tf.Session() as sess: | |
print (sess.run(res)) |
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