gcvit/layers/window.py

import tensorflow as tf

def window_partition(x, window_size):
    B, H, W, C = tf.unstack(tf.shape(x), num=4)
    x = tf.reshape(x, shape=[-1, H // window_size, window_size, W // window_size, window_size, C])
    x = tf.transpose(x, perm=[0, 1, 3, 2, 4, 5])
    windows = tf.reshape(x, shape=[-1, window_size, window_size, C])
    return windows


def window_reverse(windows, window_size, H, W, C):
    x = tf.reshape(windows, shape=[-1, H // window_size, W // window_size, window_size, window_size, C])
    x = tf.transpose(x, perm=[0, 1, 3, 2, 4, 5])
    x = tf.reshape(x, shape=[-1, H, W, C])
    return x