Neural Machine Translation Implementations

Contributions

Feel free add to this, via a pull request

Project Stats

• 15 project names include nmt
• 5 project names include seq2seq
• 2 project names include dl4mt
• 3 projects are derived from Kyunghyun Cho's tutorial at the 2015 DL4MT winter school

The Lists

Caffe2-based NMT

Software	Who	Comments
seq2seq	Deepak, Yury

Chainer-based NMT

Software	Who	Comments
chainn	Philip
KyotoNMT	Fabien
attention_is_all_you_need	Sosuke	impements Google's pure attention model

Custom C/C++ NMT

Software	Who	Comments
EUREKA-MangoNMT	Jiajun
Mantidae	Cong	A successor of Mantis
Marian	Marcin, Tomasz	Compatible with Nematus models
N3LP	Kazuma, Akiko
Zoph_RNN	Barret	Supports multi-GPU parallelism

DyNet-based NMT

Software	Who	Comments
dynmt-py	Roee
lamtram	Graham
mantis	Trevor
NMTKit	Yusuke
xnmt	NeuLab

Keras-based NMT

Software	Who	Comments
Keras seq2seq	Fariz
NMT-Keras	Álvaro

MXNet-based NMT

Software	Who	Comments
MXNMT	magic282
sockeye	AWS Labs

PyTorch-based NMT

Software	Who	Comments
OpenNMT-py	Harvard, Systran

TensorFlow-based NMT

Software	Who	Comments
byteNet-tensorflow	Paarth
bytenet_translation	Kyubyong
Neural Monkey	ÚFAL
seq2seq	Alexandre
Tensor2Tensor	Google	Implements many models
tf-seq2seq	Denny	See also tutorial

Theano-based NMT

Software	Who	Comments
DCNMT	SwordYork
dl4mt-tutorial	Cho, Orhan
dl4mt-c2c	Jason, Cho
HNMT	Robert
Nematus	Rico, Cho, Orhan
neuralmt	Raphael
NMT	Zhaopeng	Adds coverage and context gate
nmtpy	LIUM	refactored dl4mt-tutorial
RNNsearch	Playinf, Xiamen University
SGNMT	Cambridge	Syntactically-guided NMT
THUMT	Tsinghua University

Torch-based NMT

Software	Who	Comments
nmt-android	Yoon, Sasha
seq2seq-attn	Yoon	Superseded by OpenNMT, except for character-level stuff
OpenNMT	Harvard, Systran
fairseq	Facebook	Novel CNN+attention

Other

Software	Who	Backend	Comments
nmt.hybrid	Thang	Matlab	also word-based
Paddle	Baidu	Paddle	demo
textsum	Google	TensorFlow	text summarization demo using seq2seq+attn