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-------------------------------------------------------------------------------- 1 | # Neural Machine Translation Implementations 2 | 3 | ## Contributions 4 | 5 | Feel free add to this via a [pull request](https://help.github.com/articles/creating-a-pull-request), with each section alphabetically ordered. 6 | 7 | 8 | ## Project Stats 9 | * **23** project names include *nmt* 10 | * **6** project names include *seq2seq* 11 | * **2** project names include *dl4mt* 12 | * **3** projects are derived from Kyunghyun Cho's tutorial at the 2015 [DL4MT winter school](http://dl4mt.computing.dcu.ie) 13 | 14 | 15 | ## The Lists 16 | 17 | ### [Caffe2](https://github.com/caffe2/caffe2)-based NMT 18 | | Software | Who | Comments | 19 | | -------- | --- | -------- | 20 | | [seq2seq](https://github.com/caffe2/caffe2/tree/master/caffe2/python/models/seq2seq) | [Deepak](https://github.com/deepakg92), [Yury](https://github.com/urikz) | | 21 | 22 | 23 | ### [Chainer](https://github.com/pfnet/chainer)-based NMT 24 | | Software | Who | Comments | 25 | | -------- | --- | -------- | 26 | | [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) | 27 | | [chainn](https://github.com/philip30/chainn) | [Philip](http://isw3.naist.jp/~philip-a/index.html) | | 28 | | [KyotoNMT](https://github.com/fabiencro/knmt) | [Fabien](https://github.com/fabiencro) | | 29 | 30 | 31 | ### Custom C/C++ NMT 32 | | Software | Who | Comments | 33 | | -------- | --- | -------- | 34 | | [EUREKA-MangoNMT](https://github.com/jiajunzhangnlp/EUREKA-MangoNMT) | [Jiajun](https://github.com/jiajunzhangnlp) | | 35 | | [Mantidae](https://github.com/duyvuleo/Mantidae) | [Vu](https://github.com/duyvuleo) | A successor of [Mantis](https://github.com/trevorcohn/mantis) | 36 | | [Marian](https://github.com/marian-nmt/marian) | [Marcin](https://github.com/emjotde), [Tomasz](https://github.com/tomekd) | Compatible with Nematus models | 37 | | [N3LP](https://github.com/hassyGo/N3LP) | [Kazuma](https://github.com/hassyGo), [Akiko](https://github.com/tempra28) | | 38 | | [Zoph_RNN](https://github.com/isi-nlp/Zoph_RNN) | [Barret](https://github.com/barretzoph) | Supports multi-GPU parallelism | 39 | 40 | 41 | ### [DyNet](https://github.com/clab/dynet)-based NMT 42 | | Software | Who | Comments | 43 | | -------- | --- | -------- | 44 | | [dynmt-py](https://github.com/roeeaharoni/dynmt-py) | [Roee](https://github.com/roeeaharoni) | Python | 45 | | [lamtram](https://github.com/neubig/lamtram) | [Graham](https://github.com/neubig) | C++ | 46 | | [mantis](https://github.com/trevorcohn/mantis) | [Trevor](https://github.com/trevorcohn) | C++ | 47 | | [NMTKit](https://github.com/odashi/nmtkit) | [Yusuke](https://github.com/odashi) | C++ | 48 | | [Transformer-DyNet](https://github.com/duyvuleo/Transformer-DyNet) | [Vu](https://github.com/duyvuleo) | C++; implements the [Transformer](https://arxiv.org/abs/1706.03762) | 49 | | [xnmt](https://github.com/neulab/xnmt) | [NeuLab](https://github.com/neulab) | Python | 50 | 51 | 52 | 53 | ### [Keras](https://github.com/fchollet/keras)-based NMT 54 | | Software | Who | Comments | 55 | | -------- | --- | -------- | 56 | | Keras [seq2seq](https://github.com/farizrahman4u/seq2seq) | [Fariz](https://github.com/farizrahman4u) | | 57 | | [NMT-Keras](https://github.com/lvapeab/nmt-keras) | [Álvaro](https://github.com/lvapeab) | | 58 | 59 | 60 | ### [MXNet](http://mxnet.io)-based NMT 61 | | Software | Who | Comments | 62 | | -------- | --- | -------- | 63 | | [MXNMT](https://github.com/magic282/MXNMT) | [magic282](https://github.com/magic282) | | 64 | | [sockeye](https://github.com/awslabs/sockeye) | [AWS Labs](https://github.com/awslabs) | | 65 | 66 | 67 | ### [PyTorch](https://github.com/pytorch/pytorch)-based NMT 68 | | Software | Who | Comments | 69 | | -------- | --- | -------- | 70 | | [attention-is-all-you-need-pytorch](https://github.com/jadore801120/attention-is-all-you-need-pytorch) | [Yu-Hsiang](https://github.com/jadore801120) | | 71 | | [fairseq-py](https://github.com/facebookresearch/fairseq-py) | [Myle](https://github.com/myleott) & [Facebook Research](https://github.com/facebookresearch) | | 72 | | [Joey NMT](https://github.com/joeynmt/joeynmt) | [Heidelberg University](https://www.cl.uni-heidelberg.de/statnlpgroup/) & University of Amsterdam | minimalist, beginner-friendly | 73 | | [NJUNMT-pytorch](https://github.com/whr94621/NJUNMT-pytorch) | [Haoran Wei](https://github.com/whr94621) & [Zaixiang Zheng](https://github.com/zhengzx-nlp) | | 74 | | [nmtpytorch](https://github.com/lium-lst/nmtpytorch) | [Ozan](https://github.com/ozancaglayan) | | 75 | | [nonauto-nmt](https://github.com/salesforce/nonauto-nmt) | [Salesforce Research](https://github.com/salesforce) | | 76 | | [OpenNMT-py](https://github.com/OpenNMT/OpenNMT-py) | [Harvard](http://nlp.seas.harvard.edu/), [Systran](http://www.systrangroup.com) | | 77 | | [pytorch_nmt](https://github.com/pcyin/pytorch_nmt) | [Pengcheng](https://github.com/pcyin) | | 78 | | [seq2seq.pytorch](https://github.com/eladhoffer/seq2seq.pytorch) | [Elad](https://github.com/eladhoffer) | | 79 | | [UNdreaMT](https://github.com/artetxem/undreamt) | [Mikel](https://github.com/artetxem) | Unsupervised | 80 | 81 | 82 | 83 | ### [TensorFlow](https://github.com/tensorflow/tensorflow)-based NMT 84 | | Software | Who | Comments | 85 | | -------- | --- | -------- | 86 | | [byteNet-tensorflow](https://github.com/paarthneekhara/byteNet-tensorflow) | [Paarth](https://github.com/paarthneekhara) | | 87 | | [bytenet_translation](https://github.com/Kyubyong/bytenet_translation) | [Kyubyong](https://github.com/Kyubyong) | | 88 | | [Neural Monkey](https://github.com/ufal/neuralmonkey) | [ÚFAL](https://github.com/ufal) | | 89 | | [NJUNMT-tf](https://github.com/zhaocq-nlp/NJUNMT-tf) | [ZhaoChengqi](https://github.com/zhaocq-nlp) | | 90 | | [NMT](https://github.com/tensorflow/nmt) | [Thang](https://github.com/lmthang), [Eugene](https://github.com/ebrevdo), [Rui](https://github.com/ruizhaogit) | | 91 | | [OpenNMT-tf](https://github.com/OpenNMT/OpenNMT-tf) | [Guillaume](https://github.com/guillaumekln) | | 92 | | [OpenSeq2Seq](https://github.com/NVIDIA/OpenSeq2Seq) | [Kuchaiev](https://github.com/okuchaiev) | | 93 | | [RNNsearch](https://github.com/XMUNLP/RNNsearch) | [Playinf](https://github.com/Playinf), [Xiamen University](https://github.com/XMUNLP) | | 94 | | [seq2seq](https://github.com/eske/seq2seq) | [Alexandre](https://github.com/eske) | | 95 | | [Tensor2Tensor](https://github.com/tensorflow/tensor2tensor) | [Google](https://github.com/tensorflow) | Implements many models | 96 | | [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) | 97 | 98 | 99 | ### [Theano](https://github.com/Theano/Theano)-based NMT 100 | Note: Theano will be [discontinued](https://groups.google.com/forum/#!topic/theano-users/7Poq8BZutbY) 101 | 102 | | Software | Who | Comments | 103 | | -------- | --- | -------- | 104 | | [DCNMT](https://github.com/swordyork/dcnmt) | [SwordYork](https://github.com/SwordYork) | | 105 | | [dl4mt-tutorial](https://github.com/nyu-dl/dl4mt-tutorial) | [Cho](https://github.com/kyunghyuncho), [Orhan](https://github.com/orhanf) | | 106 | | [dl4mt-c2c](https://github.com/nyu-dl/dl4mt-c2c) | [Jason](https://github.com/jasonleeinf), [Cho](https://github.com/kyunghyuncho) | | 107 | | [HNMT](https://github.com/robertostling/hnmt) | [Robert](https://github.com/robertostling) | | 108 | | [Nematus](https://github.com/EdinburghNLP/nematus) | [Rico](https://github.com/rsennrich), [Cho](https://github.com/kyunghyuncho), [Orhan](https://github.com/orhanf) | | 109 | | [neuralmt](https://github.com/zomux/neuralmt) | [Raphael](https://github.com/zomux) | | 110 | | [NMT](https://github.com/tuzhaopeng/NMT) | [Zhaopeng](https://github.com/tuzhaopeng) | Adds coverage and context gate | 111 | | [nmtpy](https://github.com/lium-lst/nmtpy) | [LIUM](https://github.com/lium-lst) | refactored dl4mt-tutorial | 112 | | [SGNMT](https://github.com/ucam-smt/sgnmt) | [Cambridge](https://github.com/ucam-smt) | Syntactically-guided NMT | 113 | | [THUMT](https://github.com/thumt/THUMT) | [Tsinghua University](https://github.com/thumt) | | 114 | 115 | 116 | ### [Torch](https://github.com/torch/distro)-based NMT 117 | | Software | Who | Comments | 118 | | -------- | --- | -------- | 119 | | [fairseq](https://github.com/facebookresearch/fairseq) | [Facebook](https://github.com/facebookresearch) | Novel CNN+attention | 120 | | [nmt-android](https://github.com/harvardnlp/nmt-android) | [Yoon](https://github.com/yoonkim), [Sasha](https://github.com/srush) | | 121 | | [NPMT](https://github.com/posenhuang/NPMT) | [Po-Sen](https://github.com/posenhuang), [Fairseq team](https://github.com/facebookresearch) | Phrase-based NMT | 122 | | [OpenNMT](https://github.com/OpenNMT/OpenNMT) | [Harvard](http://nlp.seas.harvard.edu/), [Systran](http://www.systrangroup.com) | | 123 | | [seq2seq-attn](https://github.com/harvardnlp/seq2seq-attn) | [Yoon](https://github.com/yoonkim) | Superseded by OpenNMT, except for character-level stuff | 124 | 125 | 126 | 127 | ### Other 128 | | Software | Who | Backend | Comments | 129 | | -------- | --- | ------- | -------- | 130 | | [nmt.hybrid](https://github.com/lmthang/nmt.hybrid) | [Thang](https://github.com/lmthang) | Matlab | also [word-based](https://github.com/lmthang/nmt.matlab) | 131 | | [textsum](https://github.com/tensorflow/models/tree/master/research/textsum) | Google | TensorFlow | text summarization demo using seq2seq+attn | 132 | --------------------------------------------------------------------------------