All Transformer Models

7,795 models ranked by quality score

Showing 1–100 of 7,795

#	Model	Score	Tier	Category	Stars	Language
1	huggingface/tokenizers 💥 Fast State-of-the-Art Tokenizers optimized for Research and Production	90	Verified	tokenizer-libraries	10,520	Rust
2	vllm-project/vllm A high-throughput and memory-efficient inference and serving engine for LLMs	87	Verified	llm-inference-engines	73,007	Python
3	huggingface/transformers 🤗 Transformers: the model-definition framework for state-of-the-art machine...	87	Verified	transformer-architecture-education	157,811	Python
4	sgl-project/sglang SGLang is a high-performance serving framework for large language models and...	87	Verified	llm-inference-engines	24,410	Python
5	Dao-AILab/flash-attention Fast and memory-efficient exact attention	86	Verified	—	23,131	Python
6	vllm-project/vllm-omni A framework for efficient model inference with omni-modality models	83	Verified	video-editing-diffusion	3,197	Python
7	ModelCloud/GPTQModel LLM model quantization (compression) toolkit with hw acceleration support...	83	Verified	llm-quantization-methods	1,044	Python
8	AI-Hypercomputer/maxtext A simple, performant and scalable Jax LLM!	82	Verified	llm-implementation-tutorials	2,169	Python
9	unslothai/unsloth Fine-tuning & Reinforcement Learning for LLMs. 🦥 Train OpenAI gpt-oss,...	81	Verified	lora-qlora-fine-tuning	53,879	Python
10	qubvel-org/segmentation_models.pytorch Semantic segmentation models with 500+ pretrained convolutional and...	81	Verified	medical-image-segmentation-transformers	11,398	Python
11	Blaizzy/mlx-vlm MLX-VLM is a package for inference and fine-tuning of Vision Language Models...	81	Verified	apple-silicon-llm-inference	2,287	Python
12	openvinotoolkit/nncf Neural Network Compression Framework for enhanced OpenVINO™ inference	80	Verified	transformer-training-optimization	1,136	Python
13	alibaba/MNN MNN: A blazing-fast, lightweight inference engine battle-tested by Alibaba,...	80	Verified	llm-inference-engines	14,526	C++
14	huggingface/peft 🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.	80	Verified	lora-qlora-fine-tuning	20,777	Python
15	lucidrains/x-transformers A concise but complete full-attention transformer with a set of promising...	79	Verified	transformer-architecture-tutorials	5,808	Python
16	LMCache/LMCache Supercharge Your LLM with the Fastest KV Cache Layer	79	Verified	kv-cache-optimization	7,664	Python
17	sgl-project/SpecForge Train speculative decoding models effortlessly and port them smoothly to...	79	Verified	speculative-decoding-algorithms	729	Python
18	modelscope/ms-swift Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.5,...	78	Verified	lora-qlora-fine-tuning	13,105	Python
19	huggingface/optimum 🚀 Accelerate inference and training of 🤗 Transformers, Diffusers, TIMM and...	77	Verified	transformer-training-optimization	3,325	Python
20	microsoft/presidio An open-source framework for detecting, redacting, masking, and anonymizing...	77	Verified	pii-redaction-anonymization	7,198	Python
21	oumi-ai/oumi Easily fine-tune, evaluate and deploy gpt-oss, Qwen3, DeepSeek-R1, or any...	77	Verified	lora-qlora-fine-tuning	8,907	Python
22	bitsandbytes-foundation/bitsandbytes Accessible large language models via k-bit quantization for PyTorch.	77	Verified	llm-quantization-techniques	8,033	Python
23	ludwig-ai/ludwig Low-code framework for building custom LLMs, neural networks, and other AI models	77	Verified	local-llm-deployment	11,657	Python
24	linkedin/Liger-Kernel Efficient Triton Kernels for LLM Training	77	Verified	lora-qlora-fine-tuning	6,206	Python
25	xorbitsai/inference Swap GPT for any LLM by changing a single line of code. Xinference lets you...	76	Verified	llm-inference-engines	9,129	Python
26	SwanHubX/SwanLab ⚡️SwanLab - an open-source, modern-design AI training tracking and...	76	Verified	ml-foundations-curricula	3,670	Python
27	tensorzero/tensorzero TensorZero is an open-source stack for industrial-grade LLM applications. It...	76	Verified	llm-inference-engines	11,080	Rust
28	fla-org/flash-linear-attention 🚀 Efficient implementations of state-of-the-art linear attention models	76	Verified	sparse-attention-optimization	4,549	Python
29	intel/auto-round 🎯An accuracy-first, highly efficient quantization toolkit for LLMs, designed...	75	Verified	llm-quantization-methods	883	Python
30	intel/neural-compressor SOTA low-bit LLM quantization (INT8/FP8/MXFP8/INT4/MXFP4/NVFP4) & sparsity;...	74	Verified	llm-quantization-techniques	2,597	Python
31	AI4Finance-Foundation/FinGPT FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We...	74	Verified	financial-ai-agents	18,815	Jupyter Notebook
32	tenstorrent/tt-metal :metal: TT-NN operator library, and TT-Metalium low level kernel programming model.	73	Verified	llm-inference-engines	1,379	C++
33	PaddlePaddle/FastDeploy High-performance Inference and Deployment Toolkit for LLMs and VLMs based on...	73	Verified	llm-inference-serving	3,659	Python
34	cvs-health/uqlm UQLM: Uncertainty Quantification for Language Models, is a Python package...	73	Verified	llm-reasoning-research	1,121	Python
35	filipstrand/mflux MLX native implementations of state-of-the-art generative image models	73	Verified	text-to-image-generation	1,882	Python
36	NVIDIA/Megatron-LM Ongoing research training transformer models at scale	73	Verified	transformer-training-optimization	15,633	Python
37	withcatai/node-llama-cpp Run AI models locally on your machine with node.js bindings for llama.cpp....	73	Verified	local-llm-deployment	1,942	TypeScript
38	adapter-hub/adapters A Unified Library for Parameter-Efficient and Modular Transfer Learning	72	Verified	parameter-efficient-adapters	2,802	Python
39	pytorch/ao PyTorch native quantization and sparsity for training and inference	71	Verified	llm-quantization-methods	2,729	Python
40	amazon-science/chronos-forecasting Chronos: Pretrained Models for Time Series Forecasting	71	Verified	time-series-forecasting-transformers	4,920	Python
41	MaartenGr/BERTopic Leveraging BERT and c-TF-IDF to create easily interpretable topics.	71	Verified	text-clustering-topic-modeling	7,443	Python
42	ExtensityAI/symbolicai A neurosymbolic perspective on LLMs	71	Verified	math-reasoning-datasets	1,677	Python
43	alibaba/rtp-llm RTP-LLM: Alibaba's high-performance LLM inference engine for diverse applications.	70	Verified	llm-inference-engines	1,065	Cuda
44	jd-opensource/xllm A high-performance inference engine for LLMs, optimized for diverse AI accelerators.	69	Established	llm-inference-engines	1,081	C++
45	cubist38/mlx-openai-server A high-performance API server that provides OpenAI-compatible endpoints for...	69	Established	ai-image-generation-platforms	263	Python
46	NVIDIA-Merlin/Transformers4Rec Transformers4Rec is a flexible and efficient library for sequential and...	69	Established	content-based-recommendation	1,255	Python
47	PaddlePaddle/PaddleNLP Easy-to-use and powerful LLM and SLM library with awesome model zoo.	69	Established	llm-training-experimentation	12,929	Python
48	NVIDIA/sphinx-llm LLM extensions for Sphinx Documentation	69	Established	llm-function-calling	16	Python
49	agentscope-ai/Trinity-RFT Trinity-RFT is a general-purpose, flexible and scalable framework designed...	69	Established	rlhf-alignment-training	557	Python
50	huggingface/optimum-intel 🤗 Optimum Intel: Accelerate inference with Intel optimization tools	68	Established	transformer-training-optimization	548	Jupyter Notebook
51	gpustack/gpustack Performance-optimized AI inference on your GPUs. Unlock superior throughput...	68	Established	llm-inference-engines	4,630	Python
52	transformerlab/transformerlab-app The open source research environment for AI researchers to seamlessly train,...	68	Established	power-transformer-design	4,820	Python
53	huggingface/text-generation-inference Large Language Model Text Generation Inference	68	Established	gpt-model-fine-tuning	10,802	Python
54	hassancs91/SimplerLLM Simplify interactions with Large Language Models	68	Established	llm-framework-abstractions	192	Python
55	ARahim3/mlx-tune Bringing the Unsloth experience to Mac users via Apple's MLX framework	68	Established	llm-inference-engines	733	Python
56	shibing624/MedicalGPT MedicalGPT: Training Your Own Medical GPT Model with ChatGPT Training...	68	Established	multilingual-llm-adaptation	4,948	Python
57	meta-llama/llama-cookbook Welcome to the Llama Cookbook! This is your go to guide for Building with...	67	Established	llm-training-experimentation	18,252	Jupyter Notebook
58	lyogavin/airllm AirLLM 70B inference with single 4GB GPU	67	Established	multilingual-llm-adaptation	13,828	Jupyter Notebook
59	leondgarse/keras_cv_attention_models Keras...	67	Established	computer-vision-learning	623	Python
60	InternLM/lmdeploy LMDeploy is a toolkit for compressing, deploying, and serving LLMs.	67	Established	llm-inference-engines	7,680	Python
61	webis-de/small-text Active Learning for Text Classification in Python	67	Established	text-clustering-topic-modeling	638	Python
62	mudler/LocalAI :robot: The free, Open Source alternative to OpenAI, Claude and others....	67	Established	local-llm-deployment	43,530	Go
63	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!	67	Established	gpt-implementation-tutorials	41,159	Python
64	hiyouga/LlamaFactory Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)	67	Established	lora-qlora-fine-tuning	68,347	Python
65	kanishkamisra/minicons Utility for behavioral and representational analyses of Language Models	67	Established	transformer-architecture-tutorials	183	Python
66	ScalaConsultants/Aspect-Based-Sentiment-Analysis 💭 Aspect-Based-Sentiment-Analysis: Transformer & Explainable ML (TensorFlow)	67	Established	review-sentiment-classification	579	Python
67	OpenRLHF/OpenRLHF An Easy-to-use, Scalable and High-performance Agentic RL Framework based on...	66	Established	rlhf-alignment-training	9,158	Python
68	Tongjilibo/bert4torch An elegent pytorch implement of transformers	66	Established	bert-model-implementations	1,335	Python
69	THU-BPM/MarkLLM MarkLLM: An Open-Source Toolkit for LLM Watermarking.（EMNLP 2024 System...	66	Established	llm-hallucination-mitigation	829	Python
70	zhudotexe/kani kani (カニ) is a highly hackable microframework for tool-calling language...	66	Established	local-llm-deployment	599	Python
71	mishushakov/llm-scraper Turn any webpage into structured data using LLMs	66	Established	interactive-ai-chat-uis	6,234	TypeScript
72	rasbt/LLMs-from-scratch Implement a ChatGPT-like LLM in PyTorch from scratch, step by step	66	Established	llm-implementation-from-scratch	87,892	Jupyter Notebook
73	InternLM/lagent A lightweight framework for building LLM-based agents	65	Established	multi-agent-orchestration	2,230	Python
74	ModelTC/LightLLM LightLLM is a Python-based LLM (Large Language Model) inference and serving...	65	Established	llm-inference-engines	3,944	Python
75	rasbt/reasoning-from-scratch Implement a reasoning LLM in PyTorch from scratch, step by step	65	Established	llm-implementation-tutorials	3,452	Jupyter Notebook
76	EricLBuehler/mistral.rs Fast, flexible LLM inference	65	Established	rust-llm-infrastructure	6,681	Rust
77	tabularis-ai/be_great A novel approach for synthesizing tabular data using pretrained large language models	65	Established	gpt2-pretraining-fine-tuning	350	Python
78	SciSharp/LLamaSharp A C#/.NET library to run LLM (🦙LLaMA/LLaVA) on your local device efficiently.	65	Established	local-llm-deployment	3,572	C#
79	lightonai/pylate Late Interaction Models Training & Retrieval	65	Established	multimodal-rag-systems	742	Python
80	sintel-dev/sigllm Using Large Language Models for Time Series Anomaly Detection	65	Established	prompt-engineering-techniques	85	Jupyter Notebook
81	ThilinaRajapakse/simpletransformers Transformers for Information Retrieval, Text Classification, NER, QA,...	65	Established	transformer-frameworks-wrappers	4,234	Python
82	huggingface/transformers.js State-of-the-art Machine Learning for the web. Run 🤗 Transformers directly...	65	Established	browser-based-ml-inference	15,538	JavaScript
83	kaito-project/aikit 🏗️ Fine-tune, build, and deploy open-source LLMs easily!	64	Established	local-llm-deployment	512	Go
84	azukds/tubular Python package implementing ML feature engineering and pre-processing for...	64	Established	huggingface-learning-resources	93	Python
85	kyegomez/BitNet Implementation of "BitNet: Scaling 1-bit Transformers for Large Language...	64	Established	loss-function-implementations	1,898	Python
86	stochasticai/xTuring Build, personalize and control your own LLMs. From data pre-processing to...	64	Established	lora-qlora-fine-tuning	2,668	Python
87	huggingface/course The Hugging Face course on Transformers	64	Established	huggingface-learning-resources	3,771	MDX
88	mybigday/llama.rn React Native binding of llama.cpp	64	Established	local-llm-deployment	851	C++
89	mindspore-lab/mindnlp MindSpore + 🤗Huggingface: Run any Transformers/Diffusers model on MindSpore...	64	Established	llm-implementation-tutorials	913	Python
90	UbiquitousLearning/mllm Fast Multimodal LLM on Mobile Devices	64	Established	local-llm-deployment	1,429	C++
91	ModelTC/LightCompress [EMNLP 2024 & AAAI 2026] A powerful toolkit for compressing large models...	64	Established	llm-compression-optimization	688	Python
92	bodaay/HuggingFaceModelDownloader Simple go utility to download HuggingFace Models and Datasets	63	Established	llm-quantization-methods	915	Go
93	OpenNMT/OpenNMT-py Open Source Neural Machine Translation and (Large) Language Models in PyTorch	63	Established	neural-machine-translation	7,000	Python
94	mosaicml/llm-foundry LLM training code for Databricks foundation models	63	Established	llm-implementation-tutorials	4,397	Python
95	NVlabs/MambaVision [CVPR 2025] Official PyTorch Implementation of MambaVision: A Hybrid...	63	Established	3d-vision-transformers	2,060	Python
96	allenai/dolma Data and tools for generating and inspecting OLMo pre-training data.	63	Established	llm-data-labeling	1,447	Python
97	bentoml/OpenLLM Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible...	63	Established	local-llm-deployment	12,161	Python
98	scaleapi/llm-engine Scale LLM Engine public repository	63	Established	llm-knowledge-distillation	821	Python
99	NVIDIA/kvpress LLM KV cache compression made easy	63	Established	llm-quantization-methods	954	Python
100	csinva/imodelsX Interpret text data with LLMs (sklearn compatible).	63	Established	explainability-interpretability-frameworks	175	Python

1 2 3 … … 76 77 78 Next »