def __call__(self, inputs, state, scope=None):
assert not isinstance(inputs, (list, tuple))
_, _, _, _, new_h = gru_ops.gru_cell(
cell_size=self._num_units, sequence_len=self._sequence_len,
h_prev=state, x=inputs, scope=scope)
return new_h, new_h