'Gets an initial state of zeros of the appropriate size.
Required size is based on the model\'s internal RNN cell.
Returns:
A matrix of batch_size x cell size zeros.'

def get_zero_state(self):

    return np.zeros((self.batch_size, self.cell.state_size))
