Neural Machine Translation ML Frameworks

End-to-end NMT systems and implementations for translating text between languages using sequence-to-sequence models. Does NOT include transliteration, spoken language translation, general language datasets, or non-neural translation approaches.

There are 53 neural machine translation frameworks tracked. 1 score above 70 (verified tier). The highest-rated is facebookresearch/fairseq2 at 74/100 with 1,122 stars. 2 of the top 10 are actively maintained.

Get all 53 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	facebookresearch/fairseq2 FAIR Sequence Modeling Toolkit 2	74	Verified	1,122	Python
2	lhotse-speech/lhotse Tools for handling multimodal data in machine learning projects.	64	Established	1,120	Python
3	google/sequence-layers A neural network layer API and library for sequence modeling, designed for...	61	Established	56	Python
4	awslabs/sockeye Sequence-to-sequence framework with a focus on Neural Machine Translation...	60	Established	1,217	Python
5	OpenNMT/OpenNMT-tf Neural machine translation and sequence learning using TensorFlow	60	Established	1,486	Python
6	mozilla/translations The code, training pipeline, and models that power Firefox Translations	56	Established	258	C++
7	Helsinki-NLP/OPUS-MT-train Training open neural machine translation models	54	Established	403	Makefile
8	Helsinki-NLP/Opus-MT Open neural machine translation models and web services	54	Established	782	Python
9	facebookresearch/fairseq Facebook AI Research Sequence-to-Sequence Toolkit written in Python.	53	Established	32,190	Python
10	OpenNMT/OpenNMT Open Source Neural Machine Translation in Torch (deprecated)	51	Established	2,391	Lua
11	wb14123/seq2seq-couplet Play couplet with seq2seq model. 用深度学习对对联。	51	Established	5,506	Python
12	MaximumEntropy/Seq2Seq-PyTorch Sequence to Sequence Models with PyTorch	51	Established	742	Python
13	pytorch/translate Translate - a PyTorch Language Library	51	Established	836	Python
14	THUNLP-MT/THUMT An open-source neural machine translation toolkit developed by Tsinghua...	51	Established	705	Python
15	keon/seq2seq Minimal Seq2Seq model with Attention for Neural Machine Translation in PyTorch	51	Established	703	Python
16	modernmt/modernmt Neural Adaptive Machine Translation that adapts to context and learns from...	49	Emerging	351	Java
17	hamelsmu/Seq2Seq_Tutorial Code For Medium Article "How To Create Data Products That Are Magical Using...	48	Emerging	139	Jupyter Notebook
18	jonsafari/nmt-list A list of Neural MT implementations	48	Emerging	365	—
19	Nemzy/language-translation Neural machine translator for English2German translation.	47	Emerging	98	Jupyter Notebook
20	eladhoffer/seq2seq.pytorch Sequence-to-Sequence learning using PyTorch	47	Emerging	518	Python
21	labmlai/python_autocomplete Use Transformers and LSTMs to learn Python source code	47	Emerging	194	Jupyter Notebook
22	lium-lst/nmtpytorch Sequence-to-Sequence Framework in PyTorch	45	Emerging	392	Jupyter Notebook
23	hlt-mt/FBK-fairseq Repository containing the open source code of works published at the FBK MT unit.	43	Emerging	60	Python
24	daormar/thot Thot toolkit for statistical machine translation	42	Emerging	53	C++
25	findsimilar/find-similar User-friendly library to find similar objects	42	Emerging	11	Python
26	jayparks/tf-seq2seq Sequence to sequence learning using TensorFlow.	42	Emerging	389	Python
27	google-research-datasets/wit WIT (Wikipedia-based Image Text) Dataset is a large multimodal multilingual...	40	Emerging	1,101	—
28	deep-diver/EN-FR-MLT-tensorflow English-French Machine Language Translation in Tensorflow	39	Emerging	109	HTML
29	geyang/deep-auto-punctuation a pytorch implementation of auto-punctuation learned character by character	35	Emerging	141	Jupyter Notebook
30	reddy-lab-code-research/XLCoST Code and data for XLCoST: A Benchmark Dataset for Cross-lingual Code Intelligence	34	Emerging	91	C
31	alexeytochin/tf_seq2seq_losses TensorFlow implementations of losses for sequence to sequence machine...	34	Emerging	10	Python
32	billingsmoore/MLotsawa Tibetan-English neural machine translation for edge devices.	34	Emerging	13	Jupyter Notebook
33	OpenBMB/CPM-Live Live Training for Open-source Big Models	33	Emerging	505	Python
34	hlp-ai/mt-core Transformer based Neural Machine Translation with Tensorflow2	32	Emerging	1	JavaScript
35	naver-ai/MetricMT The official code repository for MetricMT - a reward optimization method for...	30	Emerging	25	—
36	roeeaharoni/string-to-tree-nmt Source code and data for the paper "Towards String-to-Tree Neural Machine...	29	Experimental	16	JavaScript
37	sunilbelde/neural-machine-translation-english-to-hindi-telugu Implemented Machine Translation model using Badhanu Attention Mechanism....	27	Experimental	8	Jupyter Notebook
38	fabio-sim/Fast-SeamlessM4T-ONNX ONNX-compatible Fast SeamlessM4T—Massively Multilingual & Multimodal Machine...	27	Experimental	43	Python
39	aliahmad552/french-english-translation-seq2seq-model This project is a Neural Machine Translation (NMT) system that translates...	26	Experimental	4	Jupyter Notebook
40	bilalhameed248/Urdu-To-English-Machine-Translation Fine tuned Urdu to English machine translation pre train model using...	25	Experimental	8	Jupyter Notebook
41	MMADUs/Opus100-EN-ID-NMT English to Indonesian Neural Machine Translation prototype using Transformer...	25	Experimental	2	Jupyter Notebook
42	HedvaldoCosta/en2pt-nmt-model Aplicação de um modelo PLN (Processamento de Linguagem Natural) para a...	24	Experimental	2	Python
43	koubra-gaby/Translate_Chadian_Arabic-French Projet de NLP (traitement du langage naturel) pour construire un modèle de...	23	Experimental	2	Jupyter Notebook
44	avijit-jana/SeqFlipAttention SeqFlipAttention is a forward‑looking PyTorch demonstration of...	23	Experimental	2	Jupyter Notebook
45	ysfztpp/Neural_Machine_Translation_from_Scratch A minimal, from-scratch implementation of a Neural Machine Translation (NMT)...	22	Experimental	3	Jupyter Notebook
46	stevezheng23/seq2seq_tf Sequence-to-Sequence in Tensorflow	20	Experimental	8	Python
47	baladon-lucas-pardinas/NMT-Translation-gn-es Computer Engineering thesis project made with the aim of enhancing...	19	Experimental	3	JavaScript
48	SherifGamal9441/Italian-English-Translation-with-Seq2Seq-Attention Sequence-to-Sequence Neural Machine Translation with Attention Mechanisms...	18	Experimental	1	Jupyter Notebook
49	alamart/Traduction_Bicorpus The idea is to train a model to translate texts from a dataset of parallel texts	17	Experimental	1	Java
50	ramakrishnan2503/Language_Translation_using_LSTM Language translation	15	Experimental	1	Python
51	YashBhadange2006/AksharLM A character-level Hindi language model built from scratch in PyTorch using...	13	Experimental	—	Jupyter Notebook
52	shuqiYang1112/TextTranslation-YoutubeAPI This project translates English to French with deep learning models.	11	Experimental	3	Jupyter Notebook
53	CrispenGari/nmt 🎗 Neural Machine Translation (nmt) repository contains an end-to-end deep...	11	Experimental	—	Jupyter Notebook

Comparisons in this category

fairseq2 and fairseq (74 vs 53) OpenNMT-tf and OpenNMT (60 vs 51) fairseq2 and Seq2Seq-PyTorch (74 vs 51) fairseq2 and seq2seq.pytorch (74 vs 47) seq2seq and Seq2Seq-PyTorch (51 vs 51) Seq2Seq-PyTorch and seq2seq.pytorch (51 vs 47) seq2seq and seq2seq.pytorch (51 vs 47) OPUS-MT-train and Opus-MT (54 vs 54)