We provide reference implementations of several popular sequence-to-sequence models which can be used for machine translation, including LSTM (Luong et al., 2015) , convolutional models (Gehring et al., 2017; Wu et al., 2019) and Transformer<cite> (Vaswani et al., 2017)</cite> .