def _get_tuple_state_names(num_states, base_name):
    """Returns state names for use with LSTM tuple state."""
    state_names = [
        ("{}_{}_c".format(i, base_name), "{}_{}_h".format(i, base_name))
        for i in range(num_states)
    ]
    return state_names