def extract_patches(self):
image_patches = tf.extract_image_patches(self.input_tensor, ksizes=[1, self.pool_size,self.pool_size, 1], strides=[1, self.stride_size,self.stride_size, 1], rates=[1, 1, 1, 1], padding=self.pad)
return tf.reshape(image_patches, [self.in_N, self.Hout,self.Wout, self.pool_size,self.pool_size, self.in_depth])
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