All Transformer Models

6,427 models ranked by quality score

Showing 1–100 of 6,427

#	Model	Score	Tier	Category	Stars	Language
1	huggingface/transformers 🤗 Transformers: the model-definition framework for state-of-the-art machine...	100	Verified	transformer-architecture-education	157,811	Python
2	vllm-project/vllm A high-throughput and memory-efficient inference and serving engine for LLMs	100	Verified	llm-inference-engines	73,007	Python
3	sgl-project/sglang SGLang is a high-performance serving framework for large language models and...	100	Verified	llm-inference-engines	24,410	Python
4	unslothai/unsloth Fine-tuning & Reinforcement Learning for LLMs. 🦥 Train OpenAI gpt-oss,...	94	Verified	lora-qlora-fine-tuning	53,879	Python
5	vllm-project/vllm-omni A framework for efficient model inference with omni-modality models	93	Verified	video-editing-diffusion	3,197	Python
6	huggingface/peft 🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.	93	Verified	lora-qlora-fine-tuning	20,777	Python
7	alibaba/MNN MNN: A blazing-fast, lightweight inference engine battle-tested by Alibaba,...	93	Verified	llm-inference-engines	14,526	C++
8	LMCache/LMCache Supercharge Your LLM with the Fastest KV Cache Layer	92	Verified	kv-cache-optimization	7,664	Python
9	AI-Hypercomputer/maxtext A simple, performant and scalable Jax LLM!	92	Verified	llm-implementation-tutorials	2,169	Python
10	modelscope/ms-swift Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.5,...	91	Verified	lora-qlora-fine-tuning	13,105	Python
11	linkedin/Liger-Kernel Efficient Triton Kernels for LLM Training	90	Verified	lora-qlora-fine-tuning	6,206	Python
12	intel/neural-compressor SOTA low-bit LLM quantization (INT8/FP8/MXFP8/INT4/MXFP4/NVFP4) & sparsity;...	90	Verified	llm-quantization-techniques	2,597	Python
13	bitsandbytes-foundation/bitsandbytes Accessible large language models via k-bit quantization for PyTorch.	90	Verified	llm-quantization-techniques	8,033	Python
14	huggingface/optimum 🚀 Accelerate inference and training of 🤗 Transformers, Diffusers, TIMM and...	90	Verified	transformer-training-optimization	3,325	Python
15	huggingface/tokenizers 💥 Fast State-of-the-Art Tokenizers optimized for Research and Production	90	Verified	tokenizer-libraries	10,520	Rust
16	xorbitsai/inference Swap GPT for any LLM by changing a single line of code. Xinference lets you...	89	Verified	llm-inference-engines	9,129	Python
17	fla-org/flash-linear-attention 🚀 Efficient implementations of state-of-the-art linear attention models	89	Verified	sparse-attention-optimization	4,549	Python
18	SwanHubX/SwanLab ⚡️SwanLab - an open-source, modern-design AI training tracking and...	89	Verified	ml-foundations-curricula	3,670	Python
19	tensorzero/tensorzero TensorZero is an open-source stack for industrial-grade LLM applications. It...	89	Verified	llm-inference-engines	11,080	Rust
20	Blaizzy/mlx-vlm MLX-VLM is a package for inference and fine-tuning of Vision Language Models...	89	Verified	apple-silicon-llm-inference	2,287	Python
21	oumi-ai/oumi Easily fine-tune, evaluate and deploy gpt-oss, Qwen3, DeepSeek-R1, or any...	88	Verified	lora-qlora-fine-tuning	8,907	Python
22	openvinotoolkit/nncf Neural Network Compression Framework for enhanced OpenVINO™ inference	86	Verified	transformer-training-optimization	1,136	Python
23	Dao-AILab/flash-attention Fast and memory-efficient exact attention	86	Verified	—	23,131	Python
24	qubvel-org/segmentation_models.pytorch Semantic segmentation models with 500+ pretrained convolutional and...	84	Verified	medical-image-segmentation-transformers	11,398	Python
25	lyogavin/airllm AirLLM 70B inference with single 4GB GPU	83	Verified	multilingual-llm-adaptation	13,828	Jupyter Notebook
26	adapter-hub/adapters A Unified Library for Parameter-Efficient and Modular Transfer Learning	82	Verified	parameter-efficient-adapters	2,802	Python
27	AI4Finance-Foundation/FinGPT FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We...	82	Verified	financial-ai-agents	18,815	Jupyter Notebook
28	huggingface/text-generation-inference Large Language Model Text Generation Inference	82	Verified	gpt-model-fine-tuning	10,802	Python
29	intel/auto-round 🎯An accuracy-first, highly efficient quantization toolkit for LLMs, designed...	81	Verified	llm-quantization-methods	883	Python
30	microsoft/presidio An open-source framework for detecting, redacting, masking, and anonymizing...	80	Verified	pii-redaction-anonymization	7,198	Python
31	filipstrand/mflux MLX native implementations of state-of-the-art generative image models	79	Verified	text-to-image-generation	1,882	Python
32	lucidrains/x-transformers A concise but complete full-attention transformer with a set of promising...	79	Verified	transformer-architecture-tutorials	5,808	Python
33	ModelCloud/GPTQModel LLM model quantization (compression) toolkit with hw acceleration support...	79	Verified	llm-quantization-methods	1,044	Python
34	withcatai/node-llama-cpp Run AI models locally on your machine with node.js bindings for llama.cpp....	79	Verified	local-llm-deployment	1,942	TypeScript
35	PaddlePaddle/PaddleNLP Easy-to-use and powerful LLM and SLM library with awesome model zoo.	79	Verified	llm-training-experimentation	12,929	Python
36	OpenNMT/OpenNMT-py Open Source Neural Machine Translation and (Large) Language Models in PyTorch	76	Verified	neural-machine-translation	7,000	Python
37	sgl-project/SpecForge Train speculative decoding models effortlessly and port them smoothly to...	76	Verified	speculative-decoding-algorithms	729	Python
38	PaddlePaddle/FastDeploy High-performance Inference and Deployment Toolkit for LLMs and VLMs based on...	76	Verified	llm-inference-serving	3,659	Python
39	NVIDIA/Megatron-LM Ongoing research training transformer models at scale	76	Verified	transformer-training-optimization	15,633	Python
40	ARahim3/mlx-tune Bringing the Unsloth experience to Mac users via Apple's MLX framework	75	Verified	llm-inference-engines	733	Python
41	ludwig-ai/ludwig Low-code framework for building custom LLMs, neural networks, and other AI models	75	Verified	local-llm-deployment	11,657	Python
42	ThilinaRajapakse/simpletransformers Transformers for Information Retrieval, Text Classification, NER, QA,...	75	Verified	transformer-frameworks-wrappers	4,234	Python
43	cvs-health/uqlm UQLM: Uncertainty Quantification for Language Models, is a Python package...	75	Verified	llm-reasoning-research	1,121	Python
44	ExtensityAI/symbolicai A neurosymbolic perspective on LLMs	75	Verified	math-reasoning-datasets	1,677	Python
45	pytorch/ao PyTorch native quantization and sparsity for training and inference	74	Verified	llm-quantization-methods	2,729	Python
46	mishushakov/llm-scraper Turn any webpage into structured data using LLMs	74	Verified	interactive-ai-chat-uis	6,234	TypeScript
47	bentoml/OpenLLM Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible...	74	Verified	local-llm-deployment	12,161	Python
48	NVIDIA-Merlin/Transformers4Rec Transformers4Rec is a flexible and efficient library for sequential and...	73	Verified	content-based-recommendation	1,255	Python
49	meta-llama/llama-cookbook Welcome to the Llama Cookbook! This is your go to guide for Building with...	73	Verified	llm-training-experimentation	18,252	Jupyter Notebook
50	cubist38/mlx-openai-server A high-performance API server that provides OpenAI-compatible endpoints for...	72	Verified	ai-image-generation-platforms	263	Python
51	agentscope-ai/Trinity-RFT Trinity-RFT is a general-purpose, flexible and scalable framework designed...	72	Verified	rlhf-alignment-training	557	Python
52	amazon-science/chronos-forecasting Chronos: Pretrained Models for Time Series Forecasting	71	Verified	time-series-forecasting-transformers	4,920	Python
53	mosaicml/llm-foundry LLM training code for Databricks foundation models	71	Verified	llm-implementation-tutorials	4,397	Python
54	transformerlab/transformerlab-app The open source research environment for AI researchers to seamlessly train,...	71	Verified	power-transformer-design	4,820	Python
55	MaartenGr/BERTopic Leveraging BERT and c-TF-IDF to create easily interpretable topics.	71	Verified	text-clustering-topic-modeling	7,443	Python
56	rasbt/reasoning-from-scratch Implement a reasoning LLM in PyTorch from scratch, step by step	71	Verified	llm-implementation-tutorials	3,452	Jupyter Notebook
57	gpustack/gpustack Performance-optimized AI inference on your GPUs. Unlock superior throughput...	71	Verified	llm-inference-engines	4,630	Python
58	hiyouga/LlamaFactory Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)	70	Verified	lora-qlora-fine-tuning	68,347	Python
59	webis-de/small-text Active Learning for Text Classification in Python	70	Verified	text-clustering-topic-modeling	638	Python
60	mudler/LocalAI :robot: The free, Open Source alternative to OpenAI, Claude and others....	70	Verified	local-llm-deployment	43,530	Go
61	rasbt/LLMs-from-scratch Implement a ChatGPT-like LLM in PyTorch from scratch, step by step	69	Established	llm-implementation-from-scratch	87,892	Jupyter Notebook
62	VainF/Torch-Pruning [CVPR 2023] DepGraph: Towards Any Structural Pruning; LLMs, Vision...	69	Established	llm-pruning-compression	3,267	Python
63	tenstorrent/tt-metal :metal: TT-NN operator library, and TT-Metalium low level kernel programming model.	69	Established	llm-inference-engines	1,379	C++
64	OpenRLHF/OpenRLHF An Easy-to-use, Scalable and High-performance Agentic RL Framework based on...	69	Established	rlhf-alignment-training	9,158	Python
65	InternLM/lagent A lightweight framework for building LLM-based agents	69	Established	multi-agent-orchestration	2,230	Python
66	mindspore-lab/mindnlp MindSpore + 🤗Huggingface: Run any Transformers/Diffusers model on MindSpore...	69	Established	llm-implementation-tutorials	913	Python
67	THU-BPM/MarkLLM MarkLLM: An Open-Source Toolkit for LLM Watermarking.（EMNLP 2024 System...	68	Established	llm-hallucination-mitigation	829	Python
68	InternLM/lmdeploy LMDeploy is a toolkit for compressing, deploying, and serving LLMs.	68	Established	llm-inference-engines	7,680	Python
69	leondgarse/keras_cv_attention_models Keras...	68	Established	computer-vision-learning	623	Python
70	ModelTC/LightLLM LightLLM is a Python-based LLM (Large Language Model) inference and serving...	68	Established	llm-inference-engines	3,944	Python
71	stochasticai/xTuring Build, personalize and control your own LLMs. From data pre-processing to...	68	Established	lora-qlora-fine-tuning	2,668	Python
72	SciSharp/LLamaSharp A C#/.NET library to run LLM (🦙LLaMA/LLaVA) on your local device efficiently.	68	Established	local-llm-deployment	3,572	C#
73	huggingface/transformers.js State-of-the-art Machine Learning for the web. Run 🤗 Transformers directly...	68	Established	browser-based-ml-inference	15,538	JavaScript
74	tabularis-ai/be_great A novel approach for synthesizing tabular data using pretrained large language models	67	Established	gpt2-pretraining-fine-tuning	350	Python
75	huggingface/course The Hugging Face course on Transformers	67	Established	huggingface-learning-resources	3,771	MDX
76	zhudotexe/kani kani (カニ) is a highly hackable microframework for tool-calling language...	67	Established	local-llm-deployment	599	Python
77	Tongjilibo/bert4torch An elegent pytorch implement of transformers	67	Established	bert-model-implementations	1,335	Python
78	microsoft/LoRA Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large...	67	Established	attention-mechanism-implementations	13,320	Python
79	Goekdeniz-Guelmez/mlx-lm-lora Train Large Language Models on MLX.	66	Established	llm-finetuning-frameworks	284	Python
80	jd-opensource/xllm A high-performance inference engine for LLMs, optimized for diverse AI accelerators.	66	Established	llm-inference-engines	1,081	C++
81	alibaba/rtp-llm RTP-LLM: Alibaba's high-performance LLM inference engine for diverse applications.	66	Established	llm-inference-engines	1,065	Cuda
82	h2oai/h2o-llmstudio H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs....	66	Established	lora-qlora-fine-tuning	4,897	Python
83	ScalaConsultants/Aspect-Based-Sentiment-Analysis 💭 Aspect-Based-Sentiment-Analysis: Transformer & Explainable ML (TensorFlow)	65	Established	review-sentiment-classification	579	Python
84	mlc-ai/mlc-llm Universal LLM Deployment Engine with ML Compilation	65	Established	llm-inference-serving	22,185	Python
85	p-e-w/heretic Fully automatic censorship removal for language models	65	Established	llm-compression-optimization	12,369	Python
86	allenai/dolma Data and tools for generating and inspecting OLMo pre-training data.	65	Established	llm-data-labeling	1,447	Python
87	microsoft/torchscale Foundation Architecture for (M)LLMs	65	Established	lightweight-training-utilities	3,135	Python
88	shibing624/MedicalGPT MedicalGPT: Training Your Own Medical GPT Model with ChatGPT Training...	65	Established	multilingual-llm-adaptation	4,948	Python
89	mostlygeek/llama-swap Reliable model swapping for any local OpenAI/Anthropic compatible server -...	65	Established	local-llm-deployment	2,775	Go
90	jessevig/bertviz BertViz: Visualize Attention in Transformer Models	65	Established	transformer-interpretability-mechanistic	7,945	Python
91	run-llama/LlamaIndexTS Data framework for your LLM applications. Focus on server side solution	65	Established	interactive-ai-chat-uis	3,066	TypeScript
92	huggingface/optimum-intel 🤗 Optimum Intel: Accelerate inference with Intel optimization tools	64	Established	transformer-training-optimization	548	Jupyter Notebook
93	cel-ai/celai Open source framework designed to accelerate the development of omnichannel...	64	Established	llm-terminal-automation	25	Python
94	NielsRogge/Transformers-Tutorials This repository contains demos I made with the Transformers library by HuggingFace.	64	Established	huggingface-learning-resources	11,519	Jupyter Notebook
95	lightonai/pylate Late Interaction Models Training & Retrieval	64	Established	multimodal-rag-systems	742	Python
96	Mobile-Artificial-Intelligence/maid Maid is a free and open source application for interfacing with llama.cpp...	64	Established	interactive-ai-chat-uis	2,398	TypeScript
97	kha-white/manga-ocr Optical character recognition for Japanese text, with the main focus being...	64	Established	ocr-document-extraction	2,582	Python
98	jingyaogong/minimind 🚀🚀 「大模型」2小时完全从0训练26M的小参数GPT！🌏 Train a 26M-parameter GPT from scratch in just 2h!	64	Established	gpt-implementation-tutorials	41,159	Python
99	kanishkamisra/minicons Utility for behavioral and representational analyses of Language Models	63	Established	transformer-architecture-tutorials	183	Python
100	bigscience-workshop/petals 🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x...	63	Established	llm-inference-engines	9,997	Python

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