rch.manual_seed(22)
    >>> preds = torch.rand(4, 3, 16, 16, generator=gen)
    >>> target = torch.rand(4, 3, 16, 16, generator=gen)
    >>> _root_mean_squared_error_using_sliding_window(preds, target)
    tensor(0.3999)

    r