def _normalize_numpy_indices(i):
    """Normalize the index in case it is a numpy integer or boolean
    array."""
    if isinstance(i, np.ndarray):
        if i.dtype == bool:
            i = tuple(j.tolist() for j in i.nonzero())
        elif i.dtype == int:
            i = i.tolist()
    return i