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nmt-list
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A list of Neural MT implementations
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# Neural Machine Translation Implementations ## Contributions Feel free add to this via a [pull request](https://help.github.com/articles/creating-a-pull-request), with each section alphabetically ordered. ## Project Stats * **23** project names include *nmt* * **6** project names include *seq2seq* * **2** project names include *dl4mt* * **3** projects are derived from Kyunghyun Cho's tutorial at the 2015 [DL4MT winter school](http://dl4mt.computing.dcu.ie) ## The Lists ### [Caffe2](https://github.com/caffe2/caffe2)-based NMT | Software | Who | Comments | | -------- | --- | -------- | | [seq2seq](https://github.com/caffe2/caffe2/tree/master/caffe2/python/models/seq2seq) | [Deepak](https://github.com/deepakg92), [Yury](https://github.com/urikz) | | ### [Chainer](https://github.com/pfnet/chainer)-based NMT | Software | Who | Comments | | -------- | --- | -------- | | [attention_is_all_you_need](https://github.com/soskek/attention_is_all_you_need) | [Sosuke](https://github.com/soskek) | impements the [Transformer](https://arxiv.org/abs/1706.03762) | | [chainn](https://github.com/philip30/chainn) | [Philip](http://isw3.naist.jp/~philip-a/index.html) | | | [KyotoNMT](https://github.com/fabiencro/knmt) | [Fabien](https://github.com/fabiencro) | | ### Custom C/C++ NMT | Software | Who | Comments | | -------- | --- | -------- | | [EUREKA-MangoNMT](https://github.com/jiajunzhangnlp/EUREKA-MangoNMT) | [Jiajun](https://github.com/jiajunzhangnlp) | | | [Mantidae](https://github.com/duyvuleo/Mantidae) | [Vu](https://github.com/duyvuleo) | A successor of [Mantis](https://github.com/trevorcohn/mantis) | | [Marian](https://github.com/marian-nmt/marian) | [Marcin](https://github.com/emjotde), [Tomasz](https://github.com/tomekd) | Compatible with Nematus models | | [N3LP](https://github.com/hassyGo/N3LP) | [Kazuma](https://github.com/hassyGo), [Akiko](https://github.com/tempra28) | | | [Zoph_RNN](https://github.com/isi-nlp/Zoph_RNN) | [Barret](https://github.com/barretzoph) | Supports multi-GPU parallelism | ### [DyNet](https://github.com/clab/dynet)-based NMT | Software | Who | Comments | | -------- | --- | -------- | | [dynmt-py](https://github.com/roeeaharoni/dynmt-py) | [Roee](https://github.com/roeeaharoni) | Python | | [lamtram](https://github.com/neubig/lamtram) | [Graham](https://github.com/neubig) | C++ | | [mantis](https://github.com/trevorcohn/mantis) | [Trevor](https://github.com/trevorcohn) | C++ | | [NMTKit](https://github.com/odashi/nmtkit) | [Yusuke](https://github.com/odashi) | C++ | | [Transformer-DyNet](https://github.com/duyvuleo/Transformer-DyNet) | [Vu](https://github.com/duyvuleo) | C++; implements the [Transformer](https://arxiv.org/abs/1706.03762) | | [xnmt](https://github.com/neulab/xnmt) | [NeuLab](https://github.com/neulab) | Python | ### [Keras](https://github.com/fchollet/keras)-based NMT | Software | Who | Comments | | -------- | --- | -------- | | Keras [seq2seq](https://github.com/farizrahman4u/seq2seq) | [Fariz](https://github.com/farizrahman4u) | | | [NMT-Keras](https://github.com/lvapeab/nmt-keras) | [รlvaro](https://github.com/lvapeab) | | ### [MXNet](http://mxnet.io)-based NMT | Software | Who | Comments | | -------- | --- | -------- | | [MXNMT](https://github.com/magic282/MXNMT) | [magic282](https://github.com/magic282) | | | [sockeye](https://github.com/awslabs/sockeye) | [AWS Labs](https://github.com/awslabs) | | ### [PyTorch](https://github.com/pytorch/pytorch)-based NMT | Software | Who | Comments | | -------- | --- | -------- | | [attention-is-all-you-need-pytorch](https://github.com/jadore801120/attention-is-all-you-need-pytorch) | [Yu-Hsiang](https://github.com/jadore801120) | | | [fairseq-py](https://github.com/facebookresearch/fairseq-py) | [Myle](https://github.com/myleott) & [Facebook Research](https://github.com/facebookresearch) | | | [Joey NMT](https://github.com/joeynmt/joeynmt) | [Heidelberg University](https://www.cl.uni-heidelberg.de/statnlpgroup/) & University of Amsterdam | minimalist, beginner-friendly | | [NJUNMT-pytorch](https://github.com/whr94621/NJUNMT-pytorch) | [Haoran Wei](https://github.com/whr94621) & [Zaixiang Zheng](https://github.com/zhengzx-nlp) | | | [nmtpytorch](https://github.com/lium-lst/nmtpytorch) | [Ozan](https://github.com/ozancaglayan) | | | [nonauto-nmt](https://github.com/salesforce/nonauto-nmt) | [Salesforce Research](https://github.com/salesforce) | | | [OpenNMT-py](https://github.com/OpenNMT/OpenNMT-py) | [Harvard](http://nlp.seas.harvard.edu/), [Systran](http://www.systrangroup.com) | | | [pytorch_nmt](https://github.com/pcyin/pytorch_nmt) | [Pengcheng](https://github.com/pcyin) | | | [seq2seq.pytorch](https://github.com/eladhoffer/seq2seq.pytorch) | [Elad](https://github.com/eladhoffer) | | | [UNdreaMT](https://github.com/artetxem/undreamt) | [Mikel](https://github.com/artetxem) | Unsupervised | ### [TensorFlow](https://github.com/tensorflow/tensorflow)-based NMT | Software | Who | Comments | | -------- | --- | -------- | | [byteNet-tensorflow](https://github.com/paarthneekhara/byteNet-tensorflow) | [Paarth](https://github.com/paarthneekhara) | | | [bytenet_translation](https://github.com/Kyubyong/bytenet_translation) | [Kyubyong](https://github.com/Kyubyong) | | | [Neural Monkey](https://github.com/ufal/neuralmonkey) | [รFAL](https://github.com/ufal) | | | [NJUNMT-tf](https://github.com/zhaocq-nlp/NJUNMT-tf) | [ZhaoChengqi](https://github.com/zhaocq-nlp) | | | [NMT](https://github.com/tensorflow/nmt) | [Thang](https://github.com/lmthang), [Eugene](https://github.com/ebrevdo), [Rui](https://github.com/ruizhaogit) | | | [OpenNMT-tf](https://github.com/OpenNMT/OpenNMT-tf) | [Guillaume](https://github.com/guillaumekln) | | | [OpenSeq2Seq](https://github.com/NVIDIA/OpenSeq2Seq) | [Kuchaiev](https://github.com/okuchaiev) | | | [RNNsearch](https://github.com/XMUNLP/RNNsearch) | [Playinf](https://github.com/Playinf), [Xiamen University](https://github.com/XMUNLP) | | | [seq2seq](https://github.com/eske/seq2seq) | [Alexandre](https://github.com/eske) | | | [Tensor2Tensor](https://github.com/tensorflow/tensor2tensor) | [Google](https://github.com/tensorflow) | Implements many models | | [tf-seq2seq](https://github.com/google/seq2seq) | [Denny](https://github.com/dennybritz) | [See also tutorial](https://www.tensorflow.org/versions/master/tutorials/seq2seq/index.html) | ### [Theano](https://github.com/Theano/Theano)-based NMT Note: Theano will be [discontinued](https://groups.google.com/forum/#!topic/theano-users/7Poq8BZutbY) | Software | Who | Comments | | -------- | --- | -------- | | [DCNMT](https://github.com/swordyork/dcnmt) | [SwordYork](https://github.com/SwordYork) | | | [dl4mt-tutorial](https://github.com/nyu-dl/dl4mt-tutorial) | [Cho](https://github.com/kyunghyuncho), [Orhan](https://github.com/orhanf) | | | [dl4mt-c2c](https://github.com/nyu-dl/dl4mt-c2c) | [Jason](https://github.com/jasonleeinf), [Cho](https://github.com/kyunghyuncho) | | | [HNMT](https://github.com/robertostling/hnmt) | [Robert](https://github.com/robertostling) | | | [Nematus](https://github.com/EdinburghNLP/nematus) | [Rico](https://github.com/rsennrich), [Cho](https://github.com/kyunghyuncho), [Orhan](https://github.com/orhanf) | | | [neuralmt](https://github.com/zomux/neuralmt) | [Raphael](https://github.com/zomux) | | | [NMT](https://github.com/tuzhaopeng/NMT) | [Zhaopeng](https://github.com/tuzhaopeng) | Adds coverage and context gate | | [nmtpy](https://github.com/lium-lst/nmtpy) | [LIUM](https://github.com/lium-lst) | refactored dl4mt-tutorial | | [SGNMT](https://github.com/ucam-smt/sgnmt) | [Cambridge](https://github.com/ucam-smt) | Syntactically-guided NMT | | [THUMT](https://github.com/thumt/THUMT) | [Tsinghua University](https://github.com/thumt) | | ### [Torch](https://github.com/torch/distro)-based NMT | Software | Who | Comments | | -------- | --- | -------- | | [fairseq](https://github.com/facebookresearch/fairseq) | [Facebook](https://github.com/facebookresearch) | Novel CNN+attention | | [nmt-android](https://github.com/harvardnlp/nmt-android) | [Yoon](https://github.com/yoonkim), [Sasha](https://github.com/srush) | | | [NPMT](https://github.com/posenhuang/NPMT) | [Po-Sen](https://github.com/posenhuang), [Fairseq team](https://github.com/facebookresearch) | Phrase-based NMT | | [OpenNMT](https://github.com/OpenNMT/OpenNMT) | [Harvard](http://nlp.seas.harvard.edu/), [Systran](http://www.systrangroup.com) | | | [seq2seq-attn](https://github.com/harvardnlp/seq2seq-attn) | [Yoon](https://github.com/yoonkim) | Superseded by OpenNMT, except for character-level stuff | ### Other | Software | Who | Backend | Comments | | -------- | --- | ------- | -------- | | [nmt.hybrid](https://github.com/lmthang/nmt.hybrid) | [Thang](https://github.com/lmthang) | Matlab | also [word-based](https://github.com/lmthang/nmt.matlab) | | [textsum](https://github.com/tensorflow/models/tree/master/research/textsum) | Google | TensorFlow | text summarization demo using seq2seq+attn |
