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Create an RNN Cell and initialize it
def get_init_cell(batch_size, rnn_size):
lstm = tf.contrib.rnn.GRUCell(rnn_size)
cell = tf.contrib.rnn.MultiRNNCell([lstm])
initial_state = tf.identity(cell.zero_state(batch_size, tf.float32), name='initial_state')
return cell, initial_state
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