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Hi,there is a little mistake in your code about the class "WindowAttention_kv". I have fixed the problem
# relative_coords[:, :, 0] *= 3 * self.window_size[1] - 1
# relative_coords[:, :, 1] *= 2 * self.window_size[1] - 1
relative_coords[:, :, 0] = (2 * self.window_size[1] - 1)(2 * self.window_size[2] - 1)
relative_coords[:, :, 1] *= 2 * self.window_size[2] - 1