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encoder_decoder

★ 279 Open GitHub ↗

Four styles of encoder decoder model by Python, Theano, Keras and Seq2Seq

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# encoder_decoder

漫谈四种神经网络序列解码模型[http://jacoxu.com/?p=1852]

requirements=Keras[https://github.com/fchollet/keras], 
             Seq2Seq[https://github.com/farizrahman4u/seq2seq]

NOTE:

The suggested version of Keras is 0.3.3 or 0.3.2 rather than 1.0.0 and the lasted version, for some old style functions are called in seq2seq.

![model - 1: basic encoder-decoder](http://ww3.sinaimg.cn/mw690/697b070fjw1f27r247418j20e50cfdhc.jpg)

model - 1: basic encoder-decoder

![model - 2: encoder-decoder with feedback](http://ww1.sinaimg.cn/mw690/697b070fjw1f27r24o2ctj20ea0co0u8.jpg)

model - 2: encoder-decoder with feedback

![model - 3: encoder-decoder with peek](http://ww3.sinaimg.cn/mw690/697b070fjw1f27r2531y2j20f40d20ub.jpg)

model - 3: encoder-decoder with peek

![model - 4: encoder-decoder with attention](http://ww2.sinaimg.cn/mw690/697b070fjw1f27r25j290j20ef0d0gn2.jpg)

model - 4: encoder-decoder with attention

![results: four encoder-decoder modes](http://ww2.sinaimg.cn/mw690/697b070fjw1f27rze7rk8j20jw0c4taq.jpg)

results: four encoder-decoder modes

Question: How to change the encoder-decoder modes?

Answering: Change the decoder_mode in Line 144 of the code. For example, you can change `decoder_mode = 3` to run the attention mode.