Transformer Frameworks Wrappers Transformer Models

High-level libraries and frameworks that simplify transformer model usage through abstraction layers, simplified APIs, and domain-specific implementations. Includes wrapper libraries, unified interfaces for multiple tasks, and framework integrations (Unity, Java, Go, MindSpore). Does NOT include task-specific applications (summarization, classification, QA are separate), deployment tools, or Android/mobile-specific implementations.

There are 80 transformer frameworks wrappers models tracked. 1 score above 70 (verified tier). The highest-rated is ThilinaRajapakse/simpletransformers at 75/100 with 4,234 stars and 52,813 monthly downloads.

Get all 80 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=transformers&subcategory=transformer-frameworks-wrappers&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Model	Score	Tier	Stars	Language
1	ThilinaRajapakse/simpletransformers Transformers for Information Retrieval, Text Classification, NER, QA,...	75	Verified	4,234	Python
2	explosion/curated-transformers 🤖 A PyTorch library of curated Transformer models and their composable components	51	Established	894	Python
3	google/deepconsensus DeepConsensus uses gap-aware sequence transformers to correct errors in...	50	Established	256	Python
4	jsksxs360/How-to-use-Transformers Transformers 库快速入门教程	50	Established	1,850	Python
5	ruanchaves/hashformers Accurate word segmentation for hashtags and text, powered by Transformers...	50	Established	77	Python
6	EricFillion/happy-transformer Happy Transformer makes it easy to fine-tune and perform inference with NLP...	48	Emerging	542	Python
7	Denis2054/Transformers-for-NLP-2nd-Edition Transformer models from BERT to GPT-4, environments from Hugging Face to...	44	Emerging	957	Jupyter Notebook
8	Nicolepcx/transformers-the-definitive-guide This is the official repository for the book Transformers - The Definitive Guide	44	Emerging	80	Jupyter Notebook
9	abhimishra91/transformers-tutorials Github repo with tutorials to fine tune transformers for diff NLP tasks	44	Emerging	859	Jupyter Notebook
10	huggingface/tflite-android-transformers DistilBERT / GPT-2 for on-device inference thanks to TensorFlow Lite with...	42	Emerging	420	Java
11	emapco/rk-transformers Export and Run Hugging Face Transformers Models on Rockchip NPUs	41	Emerging	24	Python
12	JoaoLages/RATransformers RATransformers 🐭- Make your transformer (like BERT, RoBERTa, GPT-2 and T5)...	41	Emerging	42	Python
13	obss/trapper State-of-the-art NLP through transformer models in a modular design and...	40	Emerging	47	Python
14	DarshanDeshpande/jax-models Unofficial JAX implementations of deep learning research papers	38	Emerging	161	Python
15	ckiplab/ckip-transformers CKIP Transformers	37	Emerging	765	Python
16	exasol/transformers-extension An Exasol extension for using state-of-the-art pretrained machine learning...	37	Emerging	2	Python
17	flipkart-incubator/spark-transformers Spark-Transformers: Library for exporting Apache Spark MLLIB models to use...	37	Emerging	42	Java
18	monologg/transformers-android-demo 📲 Transformers android examples (Tensorflow Lite & Pytorch Mobile)	37	Emerging	83	Java
19	yoniLc/ECCT Error Correction Code Transformer	37	Emerging	55	Python
20	bhavsarpratik/serverless-transformers-on-aws-lambda Deploy transformers serverless on AWS Lambda	37	Emerging	122	Python
21	iflytek/cino CINO: Pre-trained Language Models for Chinese Minority (少数民族语言预训练模型)	37	Emerging	262	Python
22	julienkay/com.doji.transformers A Unity package to run pretrained transformer models with Unity Sentis	36	Emerging	25	C#
23	hellotransformers/Natural_Language_Processing_with_Transformers Natural Language Processing with Transformers 中译本，最权威Transformers教程	35	Emerging	568	—
24	louisbrulenaudet/tsdae Transformer-based Denoising AutoEncoder for Sentence Transformers...	34	Emerging	9	Python
25	KennethEnevoldsen/spacy-wrap spaCy-wrap is a wrapper library for spaCy for including fine-tuned...	34	Emerging	46	Python
26	nlpodyssey/cybertron Cybertron: the home planet of the Transformers in Go	33	Emerging	325	Go
27	google-research/magvit Official JAX implementation of MAGVIT: Masked Generative Video Transformer	33	Emerging	995	Python
28	young-geng/m3ae_public Multimodal Masked Autoencoders (M3AE): A JAX/Flax Implementation	32	Emerging	107	Python
29	midway2333/Tower2 多模态语言模型架构	32	Emerging	1	Python
30	DeepChainBio/deepchain-apps A library for deploying App on deepchain.bio	32	Emerging	31	Python
31	lvyufeng/cybertron-ai mindspore implementation of transformers	32	Emerging	68	Python
32	aquadzn/deploy-transformers Easily deploy a state-of-the-art language model from HuggingFace's Transformers	32	Emerging	12	Python
33	partarstu/transformers-in-java Experimental project for AI and NLP based on Transformer Architecture	30	Emerging	16	Java
34	xiangking/prompt_uie_torch 基于PaddleNLP开源的抽取式UIE进行医学命名实体识别（torch实现）	30	Emerging	44	Python
35	HenryNdubuaku/nanodl Build GPT, Gemma, LlaMa, Mixtral, Whisper, SWin, ViT and more in JAX.	29	Experimental	299	Python
36	gabe00122/jaxrl Partially Observable Multi-Agent RL with Transformers	29	Experimental	17	Python
37	gsarti/t5-flax-gcp Tutorial to pretrain & fine-tune a 🤗 Flax T5 model on a TPUv3-8 with GCP	28	Experimental	58	Python
38	abacaj/transformers-docker Run, build, test transformer models using docker	27	Experimental	32	Dockerfile
39	cosmoquester/transformers-tf-finetune Scripts to finetune huggingface transformers models with Tensorflow 2	26	Experimental	8	Python
40	sayakpaul/deploy-hf-tf-vision-models This repository shows various ways of deploying a vision model (TensorFlow)...	25	Experimental	30	Jupyter Notebook
41	michaelhly/FarGlot A Transformer-based SocialNLP toolkit for Farcaster	25	Experimental	7	Python
42	affjljoo3581/polyglot-jax-inference TPU에서 한국어용 LLM 추론을 위한 Jax/Flax 구현체입니다.	25	Experimental	12	Python
43	BorealisAI/flora-opt This is the official repository for the paper "Flora: Low-Rank Adapters Are...	25	Experimental	106	Python
44	seongminp/transformers-into-vaes Code for "Finetuning Pretrained Transformers into Variational Autoencoders"	25	Experimental	40	Python
45	conceptofmind/PaLM-flax Implementation of the SOTA Transformer architecture from PaLM - Scaling...	24	Experimental	14	Python
46	azzeddineCH/flash-nanoGPT Jax/Flax re-write of @karpathy 🐐 NanoGPT using some of the common Jax...	24	Experimental	3	Python
47	laclouis5/uform-coreml-converters CLI for converting UForm models to CoreML.	24	Experimental	3	Python
48	ndoll1998/active-transformers Active Learning for Transformer with focus on Sequence Tagging tasks	24	Experimental	2	Jupyter Notebook
49	SatvikPraveen/JAX-NSL Comprehensive JAX implementation of neural networks and scientific...	23	Experimental	1	Jupyter Notebook
50	aaaastark/Pretrain_Finetune_Transformers_Pytorch Pre-Training and Fine-Tuning transformer models using PyTorch and the...	23	Experimental	6	Jupyter Notebook
51	ndoll1998/AppliedTransformers State-Of-The-Art Transformer Models	23	Experimental	2	Python
52	sc-localization/VerseBridge AI translation tool	22	Experimental	—	Python
53	fattorib/transformer_shmap Tensor Parallelism with JAX + Shard Map	21	Experimental	11	Python
54	shubhamkaushal765/TransformerQEC Utilizing Transformers to correct errors in quantum circuits.	20	Experimental	5	Python
55	affjljoo3581/starcoder-jax a Jax/Flax inference code of StarCoder	20	Experimental	12	Python
56	andylolu2/jax-vqvae-gpt Implementation of VQ-VAE with a GPT-style sampler in the JAX and Haiku ecosystem.	20	Experimental	12	Python
57	conceptofmind/vit-flax Implementation of numerous Vision Transformers in Google's JAX and Flax.	19	Experimental	22	Python
58	xhay-p/ttPG Torch and Transformers Playground: Learn and Code Deep Learning using...	19	Experimental	—	Jupyter Notebook
59	carlomarxdk/tab2seq Transform tabular event data into sequences ready for Transformer and...	19	Experimental	—	Python
60	AbdBarho/transformers-stack A full stack solution for deploying a transformers model from HuggingFace	18	Experimental	3	JavaScript
61	insoochung/transformer_bcq BCQ tutorial for transformers	16	Experimental	17	Python
62	sarnikowski/danish_transformers A collection of Danish Transformers	16	Experimental	30	—
63	kandarpa02/DotProdAttention Flax (JAX) implementation of the paper; Attention is all you need, 2017	15	Experimental	—	Python
64	harveybc/feature-extractor Application for training an autoencoder for generating an encoder that can...	15	Experimental	7	Python
65	winstxnhdw/ct2hf A friendly CLI tool for converting and uploading transformers for CTranslate2.	14	Experimental	—	Python
66	jaisenbe58r/NLP-Transformer_Translator Implementación Transformers, adaptación del curso: "Procesamiento del...	14	Experimental	1	Jupyter Notebook
67	fattorib/ZeRO-transformer Two implementations of ZeRO-1 optimizer sharding in JAX	14	Experimental	14	Python
68	smpanaro/more-ane-transformers Run transformers (incl. LLMs) on the Apple Neural Engine.	14	Experimental	63	Python
69	necrashter/transformers-learnable-memory Fine-tuning Image Transformers using Learnable Memory	13	Experimental	8	Jupyter Notebook
70	lucataco/cog-phi-3-mini-4k-instruct Cog wrapper for the Transformers implementation of microsoft/Phi-3-mini-4k-instruct	13	Experimental	8	Python
71	DARK-art108/Vodka Vodka is a NLP Template for starting a Transformer based Modular Project's,...	12	Experimental	3	Python
72	istat-methodology/fine-tuning-pipelines Code for fine-tuning Transformers 🤗	12	Experimental	3	Jupyter Notebook
73	conceptofmind/Twins-SVT-Flax An open-source implementation of the Twins: Revisiting the Design of Spatial...	11	Experimental	2	Python
74	dogeplusplus/haiku-transformer Vision Transformer implemented with JAX and dm-haiku	11	Experimental	2	Python
75	Mazyod/hf-offline-model-loading Workaround for HuggingFace offline mode bug with trust_remote_code models	11	Experimental	—	Python
76	alexjackson1/tx A Flax-based library for examining transformers, based on TransformerLens.	11	Experimental	—	Python
77	aeryflux/xenova-bridge Natural language interface bridge between users and AeryFlux components	11	Experimental	—	TypeScript
78	VasilisStavrianoudakis/HelpSteer-ComplexityPrediction Predict the complexity of AI-generated responses using a fine-tuned...	11	Experimental	—	Jupyter Notebook
79	praj2408/Transformers-Everything Everything related to Transformers - Notebooks, Videos, Blogs etc	11	Experimental	—	Jupyter Notebook
80	VachanVY/Vision-Transformers Vision-Transformers in jax using Keras.	10	Experimental	1	Python

Comparisons in this category

simpletransformers and How-to-use-Transformers (75 vs 50) simpletransformers and transformers-tutorials (75 vs 44) simpletransformers and happy-transformer (75 vs 48) simpletransformers and trapper (75 vs 40) simpletransformers and RATransformers (75 vs 41) tflite-android-transformers and transformers-android-demo (42 vs 37)