Tuple of `tf.TensorShape`s indicating the size of state tensors.

def state_size(self):
    """Tuple of `tf.TensorShape`s indicating the size of state tensors."""
    return LSTMState(tf.TensorShape([self._hidden_state_size]),
                     tf.TensorShape([self._hidden_size]))