Top Transformers repositories on GitHub
Transformer model implementations, training kits, and finetuning tooling.
Ranked by stars across 874 repositories tagged transformers. Refreshed daily.
- 1microsoft/generative-ai-for-beginners★ 112,178 · ⑂ 60,252
21 Lessons, Get Started Building with Generative AI
- ai
- chatgpt
- dall-e
- generativeai
- gpt
- azure
- 2rasbt/LLMs-from-scratch★ 97,468 · ⑂ 14,929
Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
- gpt
- large-language-models
- llm
- python
- pytorch
- ai
- 3hiyouga/LlamaFactory★ 72,315 · ⑂ 8,850
Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
- fine-tuning
- llama
- llm
- peft
- transformers
- rlhf
- 4labmlai/annotated_deep_learning_paper_implementations★ 66,979 · ⑂ 6,713
🧑🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠
- deep-learning
- deep-learning-tutorial
- pytorch
- gan
- transformers
- reinforcement-learning
- 5rohitg00/ai-engineering-from-scratch★ 35,158 · ⑂ 5,736
Learn it. Build it. Ship it for others.
- agents
- ai
- ai-agents
- ai-engineering
- computer-vision
- course
- 6deepset-ai/haystack★ 25,617 · ⑂ 2,869
Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.
- nlp
- question-answering
- pytorch
- semantic-search
- information-retrieval
- summarization
- 7lucidrains/vit-pytorch★ 25,329 · ⑂ 3,506
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
- artificial-intelligence
- attention-mechanism
- transformers
- computer-vision
- image-classification
- 8amusi/CVPR2026-Papers-with-Code★ 22,712 · ⑂ 2,791
CVPR 2026 论文和开源项目合集
- cvpr
- cvpr2020
- computer-vision
- deep-learning
- machine-learning
- object-detection
- 9huggingface/peft★ 21,291 · ⑂ 2,341
🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
- adapter
- diffusion
- llm
- parameter-efficient-learning
- python
- pytorch
- 10stas00/ml-engineering★ 18,154 · ⑂ 1,152
Machine Learning Engineering Open Book
- pytorch
- slurm
- large-language-models
- llm
- machine-learning
- scalability
- 11arc53/DocsGPT★ 17,942 · ⑂ 2,061
Private AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents.
- ai
- python
- natural-language-processing
- react
- chatgpt
- docsgpt
- 12NVIDIA/Megatron-LM★ 16,772 · ⑂ 4,100
Ongoing research training transformer models at scale
- large-language-models
- model-para
- transformers
- 13huggingface/transformers.js★ 16,127 · ⑂ 1,154
State-of-the-art Machine Learning for the web. Run 🤗 Transformers directly in your browser, with no need for a server!
- browser
- javascript
- transformers
- webml
- 14BlinkDL/RWKV-LM★ 14,570 · ⑂ 1,006
RWKV (pronounced RwaKuv) is an RNN with great LLM performance, which can also be directly trained like a GPT transformer (parallelizable). We are at RWKV-7 "Goose". So it's combining the best of RNN and transformer - great performance, linear time, constant space (no kv-cache), fast training, infinite ctx_len, and free sentence embedding.
- attention-mechanism
- deep-learning
- gpt
- gpt-2
- gpt-3
- language-model
- 15PaddlePaddle/PaddleNLP★ 12,952 · ⑂ 3,036
Easy-to-use and powerful LLM and SLM library with awesome model zoo.
- nlp
- embedding
- bert
- ernie
- paddlenlp
- pretrained-models
- 16neuml/txtai★ 12,673 · ⑂ 835
💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows
- python
- search
- nlp
- semantic-search
- vector-search
- txtai
- 17NielsRogge/Transformers-Tutorials★ 11,647 · ⑂ 1,725
This repository contains demos I made with the Transformers library by HuggingFace.
- transformers
- pytorch
- bert
- vision-transformer
- layoutlm
- gpt-2
- 18speechbrain/speechbrain★ 11,641 · ⑂ 1,702
A PyTorch-based Speech Toolkit
- speech-recognition
- speech-toolkit
- speaker-recognition
- speech-to-text
- speech-enhancement
- speech-separation
- 19qubvel-org/segmentation_models.pytorch★ 11,621 · ⑂ 1,837
Semantic segmentation models with 500+ pretrained convolutional and transformer-based backbones.
- segmentation
- image-processing
- pspnet
- unet
- unet-pytorch
- pytorch
- 20huggingface/tokenizers★ 10,831 · ⑂ 1,126
💥 Fast State-of-the-Art Tokenizers optimized for Research and Production
- nlp
- natural-language-processing
- natural-language-understanding
- language-model
- transformers
- bert
- 21openvinotoolkit/openvino★ 10,399 · ⑂ 3,249
OpenVINO™ is an open source toolkit for optimizing and deploying AI inference
- inference
- deep-learning
- openvino
- ai
- computer-vision
- diffusion-models
- 22niedev/RTranslator★ 10,164 · ⑂ 935
Open source real-time translation app for Android that runs locally
- translator
- bluetooth-le
- realtime-translator
- android-app
- onnx
- onnxruntime
- 23OpenRLHF/OpenRLHF★ 9,663 · ⑂ 972
An Easy-to-use, Scalable and High-performance Agentic RL Framework based on Ray (PPO & DAPO & REINFORCE++ & VLM & TIS & vLLM & Ray & Async RL)
- transformers
- vllm
- large-language-models
- raylib
- reinforcement-learning-from-human-feedback
- reinforcement-learning
- 24microsoft/presidio★ 9,380 · ⑂ 1,147
An open-source framework for detecting, redacting, masking, and anonymizing sensitive data (PII) across text, images, and structured data. Supports NLP, pattern matching, and customizable pipelines.
- python
- pii
- privacy
- data-anonymization
- de-identification
- data-masking
- 25intel/ipex-llm★ 8,843 · ⑂ 1,428
Accelerate local LLM inference and finetuning (LLaMA, Mistral, ChatGLM, Qwen, DeepSeek, Mixtral, Gemma, Phi, MiniCPM, Qwen-VL, MiniCPM-V, etc.) on Intel XPU (e.g., local PC with iGPU and NPU, discrete GPU such as Arc, Flex and Max); seamlessly integrate with llama.cpp, Ollama, HuggingFace, LangChain, LlamaIndex, vLLM, DeepSpeed, Axolotl, etc.
- pytorch
- llm
- transformers
- gpu
Find engineers shipping Transformers
The list above ranks the most-starred public repositories tagged with the Transformers topic, drawn from the public GitHub graph. Across 874 repositories tagged this way, the maintainers and top contributors are a tight cluster of the people actually building Transformers.
Looking for engineers who’ve worked on Transformers for real, not just listed it on LinkedIn? The fastest path is the contributor list of these repos. Their commits, issues, and READMEs are public proof of depth.
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