Examples

Rich examples are included to demonstrate the use of Texar. The implementations of cutting-edge models/algorithms also provide references for reproducibility and comparisons.

More examples are continuously added...

Examples by Models/Algorithms

RNN / Seq2seq

seq2seq_attn: Attentional seq2seq

Transformer (Self-attention)

transformer: Transformer for machine translation
bert: Pre-trained BERT model for text representation
gpt-2: Pre-trained OpenAI GPT-2 language model
xlnet: Pre-trained XLNet model for text representation

Classifier / Sequence Prediction

bert: Pre-trained BERT model for text representation
xlnet: Pre-trained XLNet model for text representation

GANs / Discriminator-supervision

text_style_transfer: Discriminator supervision for controlled text generation

Examples by Tasks

Language Modeling

gpt-2: Pre-trained OpenAI GPT-2 language model

Machine Translation

seq2seq_attn: Attentional seq2seq
transformer: Transformer for machine translation

Text Style Transfer

text_style_transfer: Discriminator supervision for controlled text generation

Classification

bert: Pre-trained BERT model for text representation
xlnet: Pre-trained XLNet model for text representation