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 94 transformer frameworks wrappers models tracked. 7 score above 50 (established tier). The highest-rated is ThilinaRajapakse/simpletransformers at 65/100 with 4,234 stars.

Get all 94 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,...	65	Established	4,234	Python
2	jsksxs360/How-to-use-Transformers Transformers 库快速入门教程	57	Established	1,850	Python
3	google/deepconsensus DeepConsensus uses gap-aware sequence transformers to correct errors in...	53	Established	256	Python
4	Denis2054/Transformers-for-NLP-2nd-Edition Transformer models from BERT to GPT-4, environments from Hugging Face to...	51	Established	957	Jupyter Notebook
5	abhimishra91/transformers-tutorials Github repo with tutorials to fine tune transformers for diff NLP tasks	51	Established	859	Jupyter Notebook
6	Nicolepcx/transformers-the-definitive-guide This is the official repository for the book Transformers - The Definitive Guide	51	Established	80	Jupyter Notebook
7	EricFillion/happy-transformer Happy Transformer makes it easy to fine-tune and perform inference with NLP...	51	Established	542	Python
8	huggingface/tflite-android-transformers DistilBERT / GPT-2 for on-device inference thanks to TensorFlow Lite with...	49	Emerging	420	Java
9	explosion/curated-transformers 🤖 A PyTorch library of curated Transformer models and their composable components	48	Emerging	894	Python
10	ruanchaves/hashformers Accurate word segmentation for hashtags and text, powered by Transformers...	48	Emerging	77	Python
11	DarshanDeshpande/jax-models Unofficial JAX implementations of deep learning research papers	45	Emerging	161	Python
12	iflytek/cino CINO: Pre-trained Language Models for Chinese Minority (少数民族语言预训练模型)	44	Emerging	262	Python
13	monologg/transformers-android-demo 📲 Transformers android examples (Tensorflow Lite & Pytorch Mobile)	44	Emerging	83	Java
14	yoniLc/ECCT Error Correction Code Transformer	44	Emerging	55	Python
15	bhavsarpratik/serverless-transformers-on-aws-lambda Deploy transformers serverless on AWS Lambda	44	Emerging	122	Python
16	flipkart-incubator/spark-transformers Spark-Transformers: Library for exporting Apache Spark MLLIB models to use...	44	Emerging	42	Java
17	JoaoLages/RATransformers RATransformers 🐭- Make your transformer (like BERT, RoBERTa, GPT-2 and T5)...	44	Emerging	42	Python
18	ckiplab/ckip-transformers CKIP Transformers	44	Emerging	765	Python
19	julienkay/com.doji.transformers A Unity package to run pretrained transformer models with Unity Sentis	43	Emerging	25	C#
20	obss/trapper State-of-the-art NLP through transformer models in a modular design and...	43	Emerging	47	Python
21	hellotransformers/Natural_Language_Processing_with_Transformers Natural Language Processing with Transformers 中译本，最权威Transformers教程	42	Emerging	568	—
22	louisbrulenaudet/tsdae Transformer-based Denoising AutoEncoder for Sentence Transformers...	41	Emerging	9	Python
23	KennethEnevoldsen/spacy-wrap spaCy-wrap is a wrapper library for spaCy for including fine-tuned...	41	Emerging	46	Python
24	emapco/rk-transformers Export and Run Hugging Face Transformers Models on Rockchip NPUs	41	Emerging	24	Python
25	exasol/transformers-extension An Exasol extension for using state-of-the-art pretrained machine learning...	41	Emerging	2	Python
26	google-research/magvit Official JAX implementation of MAGVIT: Masked Generative Video Transformer	40	Emerging	995	Python
27	nlpodyssey/cybertron Cybertron: the home planet of the Transformers in Go	40	Emerging	325	Go
28	young-geng/m3ae_public Multimodal Masked Autoencoders (M3AE): A JAX/Flax Implementation	39	Emerging	107	Python
29	midway2333/Tower2 多模态语言模型架构	39	Emerging	1	Python
30	DeepChainBio/deepchain-apps A library for deploying App on deepchain.bio	39	Emerging	31	Python
31	lvyufeng/cybertron-ai mindspore implementation of transformers	39	Emerging	68	Python
32	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）	37	Emerging	44	Python
33	partarstu/transformers-in-java Experimental project for AI and NLP based on Transformer Architecture	37	Emerging	16	Java
34	aquadzn/deploy-transformers Easily deploy a state-of-the-art language model from HuggingFace's Transformers	36	Emerging	12	Python
35	HenryNdubuaku/nanodl Build GPT, Gemma, LlaMa, Mixtral, Whisper, SWin, ViT and more in JAX.	36	Emerging	299	Python
36	gsarti/t5-flax-gcp Tutorial to pretrain & fine-tune a 🤗 Flax T5 model on a TPUv3-8 with GCP	35	Emerging	58	Python
37	abacaj/transformers-docker Run, build, test transformer models using docker	34	Emerging	32	Dockerfile
38	gabe00122/jaxrl Partially Observable Multi-Agent RL with Transformers	33	Emerging	17	Python
39	cosmoquester/transformers-tf-finetune Scripts to finetune huggingface transformers models with Tensorflow 2	33	Emerging	8	Python
40	sayakpaul/deploy-hf-tf-vision-models This repository shows various ways of deploying a vision model (TensorFlow)...	32	Emerging	30	Jupyter Notebook
41	seongminp/transformers-into-vaes Code for "Finetuning Pretrained Transformers into Variational Autoencoders"	32	Emerging	40	Python
42	affjljoo3581/polyglot-jax-inference TPU에서 한국어용 LLM 추론을 위한 Jax/Flax 구현체입니다.	32	Emerging	12	Python
43	BorealisAI/flora-opt This is the official repository for the paper "Flora: Low-Rank Adapters Are...	32	Emerging	106	Python
44	laclouis5/uform-coreml-converters CLI for converting UForm models to CoreML.	31	Emerging	3	Python
45	conceptofmind/PaLM-flax Implementation of the SOTA Transformer architecture from PaLM - Scaling...	31	Emerging	14	Python
46	azzeddineCH/flash-nanoGPT Jax/Flax re-write of @karpathy 🐐 NanoGPT using some of the common Jax...	31	Emerging	3	Python
47	ndoll1998/AppliedTransformers State-Of-The-Art Transformer Models	30	Emerging	2	Python
48	aaaastark/Pretrain_Finetune_Transformers_Pytorch Pre-Training and Fine-Tuning transformer models using PyTorch and the...	30	Emerging	6	Jupyter Notebook
49	michaelhly/FarGlot A Transformer-based SocialNLP toolkit for Farcaster	29	Experimental	7	Python
50	fattorib/transformer_shmap Tensor Parallelism with JAX + Shard Map	28	Experimental	11	Python
51	andylolu2/jax-vqvae-gpt Implementation of VQ-VAE with a GPT-style sampler in the JAX and Haiku ecosystem.	27	Experimental	12	Python
52	affjljoo3581/starcoder-jax a Jax/Flax inference code of StarCoder	27	Experimental	12	Python
53	shubhamkaushal765/TransformerQEC Utilizing Transformers to correct errors in quantum circuits.	27	Experimental	5	Python
54	ndoll1998/active-transformers Active Learning for Transformer with focus on Sequence Tagging tasks	27	Experimental	2	Jupyter Notebook
55	conceptofmind/vit-flax Implementation of numerous Vision Transformers in Google's JAX and Flax.	26	Experimental	22	Python
56	AbdBarho/transformers-stack A full stack solution for deploying a transformers model from HuggingFace	25	Experimental	3	JavaScript
57	insoochung/transformer_bcq BCQ tutorial for transformers	23	Experimental	17	Python
58	sarnikowski/danish_transformers A collection of Danish Transformers	23	Experimental	30	—
59	sc-localization/VerseBridge AI translation tool	21	Experimental	—	Python
60	smpanaro/more-ane-transformers Run transformers (incl. LLMs) on the Apple Neural Engine.	21	Experimental	63	Python
61	fattorib/ZeRO-transformer Two implementations of ZeRO-1 optimizer sharding in JAX	21	Experimental	14	Python
62	jaisenbe58r/NLP-Transformer_Translator Implementación Transformers, adaptación del curso: "Procesamiento del...	21	Experimental	1	Jupyter Notebook
63	carlomarxdk/tab2seq Transform tabular event data into sequences ready for Transformer and...	21	Experimental	—	Python
64	lucataco/cog-phi-3-mini-4k-instruct Cog wrapper for the Transformers implementation of microsoft/Phi-3-mini-4k-instruct	20	Experimental	8	Python
65	necrashter/transformers-learnable-memory Fine-tuning Image Transformers using Learnable Memory	20	Experimental	8	Jupyter Notebook
66	istat-methodology/fine-tuning-pipelines Code for fine-tuning Transformers 🤗	19	Experimental	3	Jupyter Notebook
67	DARK-art108/Vodka Vodka is a NLP Template for starting a Transformer based Modular Project's,...	19	Experimental	3	Python
68	dogeplusplus/haiku-transformer Vision Transformer implemented with JAX and dm-haiku	18	Experimental	2	Python
69	conceptofmind/Twins-SVT-Flax An open-source implementation of the Twins: Revisiting the Design of Spatial...	18	Experimental	2	Python
70	xhay-p/ttPG Torch and Transformers Playground: Learn and Code Deep Learning using...	17	Experimental	—	Jupyter Notebook
71	VachanVY/Vision-Transformers Vision-Transformers in jax using Keras.	17	Experimental	1	Python
72	AlexeyMalafeev/ruformers "Руформеры" - список популярных базовых моделей на основе трансформеров для...	15	Experimental	38	—
73	aeryflux/xenova-bridge Natural language interface bridge between users and AeryFlux components	13	Experimental	—	TypeScript
74	kandarpa02/DotProdAttention Flax (JAX) implementation of the paper; Attention is all you need, 2017	13	Experimental	—	Python
75	Mazyod/hf-offline-model-loading Workaround for HuggingFace offline mode bug with trust_remote_code models	13	Experimental	—	Python
76	alexjackson1/tx A Flax-based library for examining transformers, based on TransformerLens.	13	Experimental	—	Python
77	praj2408/Transformers-Everything Everything related to Transformers - Notebooks, Videos, Blogs etc	13	Experimental	—	Jupyter Notebook
78	VasilisStavrianoudakis/HelpSteer-ComplexityPrediction Predict the complexity of AI-generated responses using a fine-tuned...	13	Experimental	—	Jupyter Notebook
79	winstxnhdw/ct2hf A friendly CLI tool for converting and uploading transformers for CTranslate2.	13	Experimental	—	Python
80	stas1f1/Transformers-Loss-Landscape Transformers Loss Landscape Explortaion Project, part of thesis for masters, FDT ITMO	12	Experimental	7	Jupyter Notebook
81	AnkushMalaker/easy-stt Easy way to use one of transformer models to do inference locally. Can be...	11	Experimental	—	Python
82	Shahriar-0/Fine-Tuning-Transformers-CIFAR-10 using transfer learning methods to train different transformers on CIFAR-10...	11	Experimental	—	Jupyter Notebook
83	tflahaul/jax-vision-transformers Vision transformers with JAX & Flax (ViT, DeiT, LeViT, MAE, ConvPass)	11	Experimental	4	Python
84	PeerChristensen/ShinyTransformersMinimal A simple Shiny app using Python to expose a Transfomer Model for emotion...	11	Experimental	4	R
85	eriknovak/OPWScore The project containing the source code and experiment scripts for the OPWScore metric	11	Experimental	—	Python
86	drakyanerlanggarizkiwardhana/Happy-Transformer A package built on top of Hugging Face's transformers library that makes it...	11	Experimental	—	Python
87	mathadoor/TransformerExposition A repository to create a visual interactive tutorial for transformer.	11	Experimental	—	JavaScript
88	MGTheTrain/python-sample-apps-with-transformers Sample apps utilizing the transformers pip package and trained transformer models.	11	Experimental	—	Dockerfile
89	abhilash1910/Transformers-Workshop Transformers Workshop on behalf of ML India. Contains resource notebook for...	11	Experimental	4	Jupyter Notebook
90	mariaviana21/fine-tuning-machine-translation Tutorial for fine-tuning a machine translation model	11	Experimental	3	Jupyter Notebook
91	Angqi-Li/transformer-study This repository documents my exploration of Transformer architectures,...	11	Experimental	3	Jupyter Notebook
92	mohammedmohsinali/PESTO PESTO: Switching Point based Dynamic and Relative Positional Encoding for...	10	Experimental	2	Jupyter Notebook
93	Furina-de-fontaine-queen/Learning_Transformers Learning and Exploration of Transformer Theory and Its Applications,...	10	Experimental	1	Jupyter Notebook
94	dariush-saberi/formalwriter The source code for the project FormalWriter.com	10	Experimental	2	Cython

Comparisons in this category

tflite-android-transformers and transformers-android-demo (49 vs 44)