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https://github.com/aboev/arae-tf

ARAE-Tensorflow for Discrete Sequences (Adversarially Regularized Autoencoder)
https://github.com/aboev/arae-tf

arae arae-tensorflow autoencoder gan lstm seq2seq

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ARAE-Tensorflow for Discrete Sequences (Adversarially Regularized Autoencoder)

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README 

        
## ARAE Tensorflow Code



Code for the paper [Adversarially Regularized Autoencoders for Generating Discrete Structures](https://arxiv.org/abs/1706.04223) by Zhao, Kim, Zhang, Rush and LeCun



### Features

 - Supports generating discrete values (short sentences)

 - Based on auto-regressive LSTM (tf.nn.dynamic_rnn)



### Usage example

`python train.py --data_path=data_snli/`



### Sentence Generations (After 1 epoch)

```

a man is trying to get a picture of his friends .

a man wearing a blue shirt and a woman is standing outside of a building while a man is watching him .

a man is sleeping .

a woman with brown hair and a man in a blue shirt and black pants , is in a blue shirt and a woman in a red shirt .

a group of people are gathered .

a woman wearing a pink shirt and a pink shirt is holding a baby while another girl is holding a baby .

a human doing an orange and yellow , while being held while being held by a crowd while an older man watches .

a man in red , white , and black , is running down the street , while another is being held by his dog .

a woman wearing a red shirt and a red shirt is getting ready to make a large piece of water .

a man is holding up a piece of wood while holding a large piece of wood while holding a large crowd of people .

a woman wearing a pink shirt and a pink shirt is doing a trick while another man watches .

a woman is trying to get her picture taken while she is walking down her bike while another man is walking down a street .

```