如何从tensorflow中的双向rnn获取所有状态

i'm using Tensorflow to build a bidirectional autoencoder . in my work need to access all the states in a sequence and not just the last one but the function outputs, state, state = rnn.bidirectional_rnn just returns the last state f the sequence . how can i get other states?i'm using Tensorflow to build a bidirectional a